{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e2df09c4-97de-445a-89e0-be3c2bcf9e2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de1052d0-ab21-4c88-92fa-a412919f5729",
   "metadata": {},
   "source": [
    "## 分布图\n",
    "\n",
    "### catplot()函数\n",
    "\n",
    "#### 重点\n",
    "\n",
    "1. catplot主要用于绘制分类数据图，内部封装了boxplot（默认）和violinplot。\n",
    "    1. boxplot() ==> catplot(kind=\"box\")\n",
    "    2. violinplot() ==> catplot(kind=\"violin\")\n",
    "2. hue参数可以设置分组显示颜色\n",
    "3. violin图是由KDE曲线绘制而成\n",
    "4. split参数可以将violin分割显式\n",
    "5. inner参数可以控制violin图的内嵌图模式：\n",
    "    1. inner=\"box\" ==> 箱线图（默认）\n",
    "    2. inner=\"quartile\" ==> 四分位图\n",
    "    3. inner=\"point\" ==> 散点图\n",
    "    4. inner=\"stick\" ==> 线状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0c44adc9-a78c-4caf-b09e-cce6681a024b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据(seaborn提供测试数据)\n",
    "tips = pd.read_csv(\"dataset/tips.csv\")\n",
    "# 查看数据\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4d2ef6fc-116d-47d9-9f96-968cd13e4989",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17a79fe50>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/frxWrlyphx9+WKNHj9aNN96opUuXKpFIhB0NOCjHcTR79uwulzuOE0IqdMTuCUSN6aKWpC9/+ct66aWXlE6ntXnzZl166aVhRwIOqaKiQolEIlfKjuMokUho+PDhISeDxO4JRI/5ogaiqP20t5I0ePBgZoEMYfcEooaiBgLguq7mzp2r8vJyzZkzR67rhh0J72L3BKKGogYCMmnSJP3qV7/i9KEGsXsCUUJRA8hL7J5AVFDUAPISuycQFaavngUAQZo0aRK7JmAeW9QAABhGUQMAYNhHnvpet26dNm/eLMdxNGrUKI0bN87PXAAAQB+hqJubm3X++eeroaFBAwcOlCT997//1cSJE/Xwww9z/WcAAHzU46nvGTNmaN++fdq8ebN27NihHTt2aPPmzfI8T5dcckkQGQEAyFs93qL+wx/+oLVr12rkyJG5ZSNHjtQdd9zBpycBAPBZj7eojz32WO3bt+8Dy9va2jirDwAAPutxUS9atEhXXnml1q1bl7sc3Lp163TVVVdp8eLFvgcEACCfOV4PL7565JFH6n//+5/a2tpUWHhg5rz9fr9+/To9dseOHf4l/YhSqZTKysrU2tqq0tLSsOMctnfeeUfV1dWSpPr6ehUXF4ecCAAQpB7vo166dGkAMQAAwMH0uKgvuuiiIHIAAICD6FZRp1Kp3LRxKpU65GP7wvQyAABWdKuojzzySG3dulVDhgzRwIEDD3phdc/z5DiOstms7yEBAMhX3Srq3/3udzrqqKMkScuWLVNlZaVisVinx+zfv19vvvmm/wkBAMhjPf7UdywWy21dd9TS0qIhQ4aY26LmU98AgCjr8XHU7VPc77d7924uvA4AgM+6/anvOXPmSJIcx9G1116rkpKS3Pey2az+9Kc/6ZRTTvE9IAAA+azbRb1x40ZJB7aoX3rpJRUVFeW+V1RUpDFjxmjevHn+JwQAII91u6hXr14tSbr44ov105/+tE/s7wUAwLoen/Bk2bJlQeQAAAAH0eMPkwEAgN7T4y1qoC/xPE/pdDqQ9WYyGUlSPB4/6JESh8N1Xd/XaVkQ4xT0GEn5N04IBkWNvJZOp3PHpUdJvh1DzzghnzH1DQCAYWxRI6+5rqv6+nrf15tOp1VTUyNJWrVqle8nA8q3kwsFMU5Bj5GUf+OEYFDUyGuO4wQ+Nem6LtOfhynocWKMYBlT3wAAGEZRAwBgGEUNAIBhFDUAAIZR1AAAGEZRAwBgGEUNAIBhFDUAAIZR1AAAGEZRAwBgGEUNAIBhFDUAAIZR1AAAGEZRAwBgGJe5BAD4wvM8pdNp39eZyWQkSfF4XI7j+Lp+13V9X6ffKGoAgC/S6bSqq6vDjtEj9fX15q9FztQ3AACGsUUNAPCF67qqr6/3dZ3pdFo1NTWSpFWrVsl1XV/X7/f6gkBRAwB84ThOoNPIruuan6YOAlPfAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYFqmiXrBggRzH0axZs8KOAgBArygMO0B3NTY26r777tPJJ58cyPo9z1M6nQ5k3X7qmDEKeSXJdV05jhN2DACIpEgU9e7du5VIJHT//ffrpptuOuRjM5mMMplM7utUKtWtfyOdTqu6uvqwcva2mpqasCN0S319vYqLi8OOAQCRFImp75kzZ2rq1Kk688wzP/SxCxYsUFlZWe5WWVnZCwkBAAiG+S3qX/7yl9qwYYMaGxu79fj58+drzpw5ua9TqVSPy3rP2IRUYPSl8Txpf9uB+wWFktUp5f1t6rchGXYKAIg8o210wJYtW3TVVVfp6aefluu63XpOPB5XPB4/vH+4oFCKHXF46whUUdgBAAC9xHRRr1+/Xtu3b9dpp52WW5bNZvXcc8/pzjvvVCaTUSwWCzEhAADBMl3UX/jCF/TSSy91WnbxxRdr1KhRuvrqqylpAECfZ7qoBwwYoNGjR3da1q9fPw0aNOgDywEA6Isi8alvAADylekt6oNZs2ZN2BEAAOg1bFEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGBYYdgBgO7yPE/pdDrsGN3SMWdUMruuK8dxDns9URmnKI6RxDhFgV9j1I6iRmSk02lVV1eHHaPHampqwo7QLfX19SouLj7s9URxnKIyRhLjFAV+jVE7pr4BADCMLWpE0l2T/6t4zAs7Rpc8T9q7/8D9ogLJx1kwX2WyjmY+NzCw9WfPzdp9l/EkZd+9H5NkdIwkSW1S7P9iga3+aklFga398HiS9r17/wjZHaa9khYGtG6rv0LAIcVjntzg3rd84d/EV5AC/mOnULbfZY4IO4ANRZKKzFagFA87QLcE97vE1DcAAIZR1AAAGEZRAwBgGEUNAIBhFDUAAIZZ/jxmr/K8Dp/Yy+7r+oHong6vYafXFgDQIxT1uzKZTO5+v40PhZik78lkMiopKQk7BgBEElPfAAAYxhb1u+Lx9w6p33PqBVKMMyEcluy+3MxEx9cWANAzFPW7Ol3pJHYERe0jP68iAwD5hqlvAAAMY4saAPJQx6Mx9h5YElaUPmFvh/t+H+lCUQNAHup4pEtQV33KV34f6cLUNwAAhrFFDQB5qOPRGJavRx0VHa9H7feRLhQ1AOShjkdjWL8edTS8t1/a7yNdmPoGAMAwihoAAMMoagAADKOoAQAwjKIGAMAwihoAAMM4PAuR0fG0fJlsiEH6kI6vo9+nPQTgD4oakdHxlIcznzsyxCR9k9+nPQTgD6a+AQAwjC1qREbH0/LdNXmn4rEQw/QRmex7sxN+n/YQgD8oakRGx9PyxWOSS1H7yu/THgLwB1PfAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYl7kE4CvP8977oi28HH1Kh9ex0+uLvEBRA/BVJpPJ3Y/9HxcN91smk1FJSUnYMdCLmPoGAMAwtqgB+Coej+fuZ8/N8i7jh7b3Zic6vr7ID/wKAfCV4zjvfVEo3mV81un1RV5g6hsAAMMoagAADKOoAQAwjKIGAMAwihoAAMMoagAADKOoAQAwzPQRjgsWLNBvfvMbvfLKKyouLtbEiRO1cOFCjRw5Mth/eL/hExR73nv5Cgolq8dUWn4NASBCTBf173//e82cOVPjx49XW1ubrrnmGp199tn629/+pn79+gX27/bbkAxs3fBHJutIsntxAs+T9u4/cL+owO7fUwdexwBZ/nvNk5R9935MktExkmT7dUTgTBf1U0891enrZcuWaciQIVq/fr0mT5580OdkMplOFwVIpVKBZkQ4Zj43MOwI6AYuygEcPtNF/X6tra2SpKOOOqrLxyxYsEA33HBDj9ftuq7q6+s/crbekk6nVVNTI0latWqVXNcNOdGHi0JGIJ/tlWR1hsqTtO/d+0fI7sTH3gDX7XgRubip53mqqanRzp079Yc//KHLxx1si7qyslKtra0qLS3tjaiBeuedd1RdXS1Jqq+vV3FxcciJeo/neUqn02HH6Jao/kHlx3mkozJOURwjyb9x6vheAn/5/d4cmS3q7373u/rLX/6iP/7xj4d8XDwe5+oyfZTjOJH8w8R13Ujm/qiiOE75NkaIlkgU9ZVXXqnHHntMzz33nCoqKsKOAwCRx+6+4Pid0XRRe56nK6+8UitXrtSaNWt0/PHHhx0JAPoEZj6iw3RRz5w5Uw899JBWrVqlAQMG6O2335YklZWV5eVgAQDyj+kzk91zzz1qbW3VlClTNGzYsNztkUceCTsaAAC9wvQWdUQ+kA4AQGBMb1EDAJDvKGoAAAyjqAEAMIyiBgDAMIoaAADDKGoAAAyjqAEAMIyiBgDAMIoaAADDKGoAAAyjqAEAMIyiBgDAMIoaAADDKGoAAAyjqAEAMIyiBgDAMIoaAADDKGoAAAyjqAEAMIyiBgDAMIoaAADDKGoAAAyjqAEAMKww7AAA8GE8z1M6nfZ1nR3X5/e627muK8dxAlk38gdFDcC8dDqt6urqwNZfU1MTyHrr6+tVXFwcyLqRP5j6BgDAMLaoAZjnuq7q6+t9XafnecpkMpKkeDweyBS167q+rxP5h6IGYJ7jOIFMIZeUlPi+TsBvTH0DAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYn/oOUBTPppRvZ1IKYowkxgn5ife8YDie53lhhwhSKpVSWVmZWltbVVpa2qv/9jvvvBPo2ZSCkG9nUoriGEn5N06Ihij+PkXhd4mpbwAADGOLOkBBTAMFfTalKEwD+SmoqW/GCfmI97xgUNQAABjG1DcAAIZR1AAAGEZRAwBgGEUNAIBhFDUAAIZR1AAAGEZRAwBgGEUNAIBhFDUAAIZR1AAAGEZRAwBgGEUNAIBhFDUAAIZR1AAAGEZRAwBgGEUNAIBhhWEHCJrneZKkVCoVchIAADobMGCAHMc55GP6fFHv2rVLklRZWRlyEgAAOmttbVVpaekhH+N47ZucfdT+/fv11ltvdeuvlqhIpVKqrKzUli1bPnSAER7GyT7GKBr68jixRS2poKBAFRUVYccIRGlpaZ/7T9sXMU72MUbRkK/jxIfJAAAwjKIGAMAwijqC4vG4rr/+esXj8bCj4BAYJ/sYo2jI93Hq8x8mAwAgytiiBgDAMIoaAADDKGoAAAyjqAH0ef/85z/lOI42bdoUdhT4yHEcPfroo2HHCBxFbcj27dt1+eWX69hjj1U8HtfQoUNVXV2t559/PuxoeJ/DHavly5dr4MCBwYbME47jHPI2ffr0sCOim6ZPn37QMXzttdcO+vitW7fqS1/6Ui+n7H19/sxkUfK1r31N+/bt04oVK/Sxj31M27Zt07PPPqsdO3aEHQ3vw1jZsXXr1tz9Rx55RNddd53+/ve/55YVFxdr586dgfzbe/fuVVFRUSDrzldf/OIXtWzZsk7Ljj766E5ft7/uQ4cO7c1o4fFgws6dOz1J3po1aw76/TfeeMOT5G3cuPEDz1m9erXneZ63evVqT5L329/+1jvttNO84uJi77Of/az3yiuv9MJPkD8+bKw8z/Nqa2u90aNHeyUlJV5FRYX3ne98x9u1a5fnee+NU8fb9ddf30vp+7Zly5Z5ZWVlH1je/vvz61//2psyZYpXXFzsnXzyyd7atWtzj7n++uu9MWPGdHrekiVLvKqqqtzXF110kVdTU+Pdcsst3rBhwzp9D4ev/fV9v9NPP92bOXOmN3v2bG/QoEHe5MmTPc/zPEneypUrezdkCJj6NqJ///7q37+/Hn30UWUymcNa1zXXXKPa2lqtW7dOhYWFmjFjhk8pIXVvrAoKCvSzn/1ML7/8slasWKHf/e53+sEPfiBJmjhxopYuXarS0lJt3bpVW7du1bx583rzR8hb11xzjebNm6dNmzbpE5/4hM4//3y1tbX1aB3PPvusNm/erGeeeUaPP/54QEnxfitWrFBhYaEaGhr085//POw4vYqpbyMKCwu1fPlyXXrppbr33ns1duxYnX766frGN76hk08+uUfruvnmm3X66adLkn74wx9q6tSpSqfTcl03iOh5pztjNWvWrNzjjz/+eN144436zne+o7vvvltFRUUqKyuT4zj5M3VnxLx58zR16lRJ0g033KCTTjpJr732mkaNGtXtdfTr10+/+MUvmPIOyOOPP67+/fvnvm7fBz1ixAgtWrQorFihYovakK997Wt666239Nhjj6m6ulpr1qzR2LFjtXz58h6tp2OxDxs2TNKBDz/BPx82VqtXr9ZZZ52l4cOHa8CAAfrWt76llpYW7dmzJ9zgec6P341PfepTlHSAzjjjDG3atCl3+9nPfiZJGjduXMjJwkNRG+O6rs466yxdd911Wrt2raZPn67rr79eBQUHhsrrcMbXffv2HXQdRxxxRO5++3VO9+/fH2Dq/NTVWDU1Nemcc87R6NGj9etf/1rr16/XXXfdJanrMUPvONTvRkFBQaffL+ng49WvX78AE6Jfv34aMWJE7tb+B1U+v+4UtXEnnnii9uzZk/vUY8dPuHJMqC3tY7Vu3Tq1tbWptrZWn/nMZ/SJT3xCb731VqfHFhUVKZvNhpQUB3P00Ufr7bff7lTW/I7BAvZRG9HS0qJp06ZpxowZOvnkkzVgwACtW7dOixYtUk1NjYqLi/WZz3xGt956q4477jj95z//0Y9+9KOwY+elDxurE044QW1tbbrjjjt07rnnqqGhQffee2+ndRx33HHavXu3nn32WY0ZM0YlJSUqKSkJ6SeCJE2ZMkX//ve/tWjRIn3961/XU089pSeffFKlpaVhR0OeY4vaiP79++vTn/60lixZosmTJ2v06NG69tprdemll+rOO++UJD3wwAPat2+fxo0bp6uuuko33XRTyKnz04eN1SmnnKLbb79dCxcu1OjRo5VMJrVgwYJO65g4caKuuOIKnXfeeTr66KPz9kMylnzyk5/U3XffrbvuuktjxozRn//8Zz6NDxO4zCUAAIaxRQ0AgGEUNQAAhlHUAAAYRlEDAGAYRQ0AgGEUNQAAhlHUAAAYRlEDAGAYRQ3gA6ZMmdLpUp0AwkNRAwBgGEUNAIBhFDWQ5/bs2aNvfetb6t+/v4YNG6ba2tpO36+rq9O4ceM0YMAADR06VBdccIG2b98u6cD10UeMGKHFixd3es7LL7+sgoICvf766732cwB9FUUN5Lnvf//7Wr16tVauXKmnn35aa9as0fr163Pf37t3r2688Ua9+OKLevTRR/XGG29o+vTpkiTHcTRjxgwtW7as0zofeOABff7zn9cJJ5zQmz8K0Cdx9Swgj+3evVuDBg3Sgw8+qPPOO0+StGPHDlVUVOiyyy7T0qVLP/CcxsZGTZgwQbt27VL//v21detWVVZWau3atZowYYL27dun4cOH67bbbtNFF13Uyz8R0PewRQ3ksddff1179+7VZz/72dyyo446SiNHjsx9vXHjRtXU1KiqqkoDBgzQlClTJElvvvmmJGnYsGGaOnWqHnjgAUnS448/rnQ6rWnTpvXeDwL0YRQ1kMc+bEJtz549Ovvss9W/f3/V1dWpsbFRK1eulHRgSrzdt7/9bf3yl7/UO++8o2XLlum8885TSUlJoNmBfEFRA3lsxIgROuKII/TCCy/klu3cuVOvvvqqJOmVV17Rf/7zH9166636/Oc/r1GjRuU+SNbROeeco379+umee+7Rk08+qRkzZvTazwD0dYVhBwAQnv79++uSSy7R97//fQ0aNEjl5eW65pprVFBw4G/4Y489VkVFRbrjjjt0xRVX6OWXX9aNN974gfXEYjFNnz5d8+fP14gRIzpNpQM4PGxRA3nutttu0+TJk/WVr3xFZ555pj73uc/ptNNOkyQdffTRWr58uX71q1/pxBNP1K233vqBQ7HaXXLJJdq7dy9b04DP+NQ3AF80NDRoypQpam5uVnl5edhxgD6DogZwWDKZjLZs2aLLLrtMw4YNUzKZDDsS0Kcw9Q3gsDz88MMaOXKkWltbtWjRorDjAH0OW9QAABjGFjUAAIZR1AAAGEZRAwBgGEUNAIBhFDUAAIZR1AAAGEZRAwBgGEUNAIBh/w8jyw6glZ4vhAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制按“day”取值分类的“tip”分类分布图\n",
    "    # 注意：如果使用catplot需要加上 kind=\"box\"\n",
    "sns.catplot(x=\"day\", y=\"tip\", data=tips, kind=\"box\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "38e9a757-bc87-41e8-a273-256f26aa7869",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17a926f90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制按“day”取值分类的“tip”分类分布图\n",
    "    # 注意：如果使用catplot需要加上 kind=\"violin\"\n",
    "sns.catplot(x=\"day\", y=\"tip\", data=tips, kind=\"violin\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "57c42073-2b9e-49fc-87a8-81fb910f16bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='tip'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制按“day”取值分类的“tip”分类分布图\n",
    "sns.boxplot(x=\"day\", y=\"tip\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e4af3950-2fb4-4d03-ba7e-7d1073548cdb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='tip'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NTU2UIxKRVr8yI8NMQhgkmYkxO3bsAGorM4HEtDrni9hhJjPu+pWZ4GlZzRR7DpbMSGVGxDtJZmLM9u3bgdrKTCAxo875InaYyYqn3rvYPC3JTOwJJS1SmRGiDklmYkhlZSX5+flAbRKjEtNRGBMEZcPJ2GIOI3m0upUZt1RmYlb9ZEZ5VN3zhYhTkszEkO3bt6OUQukJoLnAXwNa7fLs3NxciyMU4WRO8HUfpDIjc2Zij5m0mNsYSGVGCIMkMzFk69atAASSMkhZ+BYpC6ZAwEcgqUWdy0VsCFVmdKnMxIuDDTOFNp8UIk5JMhNDNm/eDBBKXkwqeNq8XMQGn88HNFCZCfackcpM7JEJwEI0TJKZGBJKZhJb1Dk/kNSyzuUiNtROAK5fmTH+SjITew5WmSkrKyMQCFgSkxB2IMlMDNmwYQMAgeSWdc4PJLcKXa6U+tXthDMdrDJjDjNJMhNbfD5f7XBSve0MlFJSnRFxTZKZGFFaWhrq8htIalXnskBySxQaRUVF7Nmzx4rwRASE+sxodc+XCcCxqc68GLMy4wKly5YGQkgyEyPWr18PQCAhFTzeuhfq7tC8mXXr1kU5MhEpZrJSv2meVGZiU3FxMRBcyXTgJ7fsnC2EJDOxYu3atQAEUlo3eLk/eL55PeF8tauZ6p4vc2Zik5nMhIaYTAn1LhciDkkyEyNWrVoFHDyZCaRk1bmecL6DVWbMJnqSzMSWoqIi40i9wqt5OnS5EHFIkpkYsXLlSgD8aW0avDwQPH/VqlWy6iFGHGw7A7dsZxCT9u3bZxypl8wor5G8SodvEc8kmYkBu3btoqCgAIUWqsDUF0hqhdLdlJaWsmXLlugGKCLiYEuzZaPJ2LR3716gNnkJSax7uRDxSJKZGLBs2TIgOMTk8jR8JV0nkNqmzvWFsx2sMpMglZmYVFhYaBxJqndBYr3LhYhDkszEgEWLFgHgT88+5PX86e3qXF8420ErMy7jtLl3k4gNobYKifUuCCY3BQUFUY1HCDuxfTKzY8cO/vKXv5CZmUlycjKDBg1i4cKFVodlG0opFixYAEAgvcMhr+tPbw8YyYzf7494bCKyzGTF66qbzEhlJjbt3r0bAJVc9/U2T+fn50c9JiHswtbJzL59+zjhhBPweDx89dVXrFq1iqeeeooWLVpYHZpt5Obmkp+fj9J0/GmHrswEUrNQLg/FxcWyRDsGmMlMQv1hJqnMxCQzmSG53gXJtZdLh28Rr9xWB3Aojz/+ODk5OUyaNCl0XpcuXawLyIZ++uknIDiE5DrMy6np+NM74N63hXnz5nH00UdHIUIRKZWVlcCvKzPmafNy4Xzl5eW1q5lS612YDEpTVFVVUVhYSOvWDbdnECKW2boy8+mnnzJ06FAuvvhi2rRpw+DBg3nttdcOeZuqqiqKi4vrHGLZ3LlzAfC3yGnU9f0tO9W5nXCuiooKoLYSYzIrNeblwvl27NgBgEpQtVsZmHRC1Znt27dHNS4h7MLWycymTZuYOHEiPXv25JtvvuG6667jpptu4q233jrobcaNG0dGRkbokJPTuC95J9q/f39oZZK/RedG3cbXIgeFxrp169i1a1ckwxMRZu7Vk+iqe36SW9W5XDjf1q1bjSPpB7lCmvEnNzc3KvEIYTe2TmYCgQDHHHMMY8eOZfDgwfz973/nmmuuYeLEiQe9zd13301RUVHosG3btihGHF2zZ88mEAjgT85EJaY17kaeJAJpbQH44YcfIhidiDQzWTGTF1NSsFIjlZnYYSYzKq3hOTEq3Th/8+bNUYtJCDuxdTLTrl27X83r6NOnzyF/fXi9XtLT0+scYtWMGTMA8Lfq2qTb+YLXN28vnMlMVhLrDTMlumuTGVm1Fhs2btxoHMk4yBWCH3ObNm2KSjwiuvx+P1VVVfJ+PgRbJzMnnHDCr1bdrFu3js6dGzekEsv27t0b6hfjy+zWpNv6Mrui0Fi1ahU7d+6MRHgiwnw+XyiZSa5XmTnwdFlZWVTjEpGxYcMGAFSLg1Rmgudv3LhRVjTFmPz8fC644AJOP/10zjvvvJgebWgOWyczt956K/PmzWPs2LFs2LCBd999l1dffZUbb7zR6tAs99133xlDTClZqMQmVp88yQSCPWemTZsWgehEpJWUlISOp3jqfnm59doVTQdeTzjT/v37a+e3HaIyozRFcXExeXl5UYtNRN7SpUtD+26VlJRI09ODsHUyc+yxx/Lxxx/z3nvv0a9fP8aMGcOECRP485//bHVolvvmm28A8GX1PKLb12T1CN2P/JJzHjNJSXIpdO3Xl6e4JZmJFWvWrAFApSpIOMiVXECLutcXsaF+M0RpjtgwWyczAOeccw7Lly+nsrKS1atXc80111gdkuXWr1/P+vXrUZqOr1XThphM/pZdULqHHTt2yF5NDlRUVARAakLDO6CnegJ1rieca9WqVQCoVof+0WFevnLlyojHJKLHrLS5650Wddk+mRG/9sUXXwDgb9kZPPU3amkklwdfpjER+PPPPw9XaCJKzLJzuqfhL7j0BFXnesK5li9fbhw5XC+84OUrVqyIaDwiusx5jd2Dp82eQ6KuI05mFixYwH/+8x/efvvt0N5AIvKqqqpC81x8Wb2adV/m7WfNmiXDEQ5jdoNNP0hlxjw/1DVWOJLP56utzLQ+TGUm07h83bp1siw/hpird81P+23btsnUgAY0OZnZvn07J510EsOGDePmm2/mpptuYtiwYZx44okyyzoKZs2aRWlpKYGEVPwZh95Y8nACqW0IJLWkqqqK7777LkwRimioTWYOXZmRZMbZ1q5dS0VFhdH593Dz/JONTSf9fr9UZ2JEWVlZaI5Mb4wv7NLS0tod1EVIk5OZ0aNHU1NTw+rVq9m7dy979+5l9erVKKW46qqrIhGjOMBnn30GgK9NL9AamPnZFJpGTRsj3//0008l23eQgoICAFp6G67MmOeb1xPOtHjxYuNIa+Bwb3cNVJaqezvhaGZ/oXQgDY3MeueLWk1OZn788UcmTpxIr161Qxy9evXi+eef58cffwxrcKKuzZs3s2zZMhQavqyjwnKfvtY9UZqLjRs3snr16rDcp4g885fZ4ZKZwsLCqMUkws9chqvaNPKHRpu6txPOZvZZaxc83a7e+aJWk5OZTp06UVNT86vzfT4fHTo0b9hDHJpZlfG37IRKSAnPnbq9oaZ7n376aXjuU0Scmcy08jb8JdcyeL4s43Suqqqq0EpD1bZxyYyZ9KxZs0bmwcUA8wem+c3aod75olaTk5nx48fzz3/+kwULFoSGJRYsWMDNN9/Mk08+GfYAhaHOxN82vcN6377gUNOMGTOkY6xDmE3UWic13N68daJRmcnPzycQaLh6I+xtxYoVVFdXoxJVaCPJw0o2+tEEAgGWLFkSyfBEFJgr2ToFT5vbJq9YsULe1/U0OZm58sorWbJkCcOHDycxMRGv18vw4cNZtGgRo0ePplWrVqGDCJ/Zs2dTXFxMICGl2RN/6wuktiWQmEFlZSXTp08P632L8CsrK6O4uBiAzMSGP9BaeQPomqKmpoa9e/dGMzwRJuYqUdVWHX6+zAHMKs78+fMjEZaIkry8PHbv3o0OdAye1x7wAMXFxbKpaD3uw1+lrgkTJkQgDHE4X375JYAxV0YLc3ug4ERgb+4vfPXVV5x33nnhvX8RVmZVJtUTIPkg72CXbiQ0eypd5OXl0br14ZqUCLsJtbxo27TbqbYKNsLChQvDH5SIGvP16wh4g9msC43OKDZg/P/o3r37we8gzjQ5mbniiisiEYc4hIKCgtB/bF/rI9u+4HD8mT1QufNZuXIl27ZtIycn5/A3EpYwm2hlHaQqY2qTZCQzO3bsoH///tEITYTJ/v37WbduHdCEyb+mNoBm9CPZtWsX2dnZ4Q9QRNzPP/8M1DbLM/UANgQvv+SSS6Idlm016ie+WdI2jx/qIMIvtKlkWtumbyrZSCohOTR89e2330bkMUR4mP2c2qU0PF/GlJ0cqHN94RyLFi1CKYXKUJDUxBt7arc2kIamzlRdXR0aJqzfGtVcx7pkyRKZ43iARiUzLVu2DK2KaNGiBS1btvzVwTxfhN/MmTMB8GVGtqToa23c/4wZM6TnjI2ZyYmZrBxMdrKR7Gzfvj3iMYnwMiuxjV3FVJ95OxlqcqaFCxdSXl5OGrXLsU2tgUyMFcTz5s2LfnA21ahhphkzZoQm9E6aNImcnBxcLled6wQCgVDbZRE+eXl5rFmzxugt06prRB/L37IzSnORm5vLpk2bZDzWpsz3mZmsHIxZudm6dWvEYxLhFZr829QhpiDVRsEq40tRKYXW3AabIqpmzZoFwNGAXm/2t4bG0Sh+xPihe+qpp0Y9PjtqVDIzcuTI0PHRo0eTl5dHmzZt6lynsLCQ0047TebUhNmcOXMACKS1BU9T681N5ErAn9Ee9/5tzJkzR5IZG1JKhVYx5KQeOpnpmGJUbnJzc/H5fLjdTZ4iJyyQl5dHXl4eSlOH31zyYDJBuRT79+9n8+bNdOvWLawxisipqqrihx9+AKDfQa7TH/gRmPfTT5SWlpKamhqt8GyryctiDpbll5aWkph4hDs4i4OaO3cuAL6WnaPyeP7g45iPK+wlPz+f0tJSXJqi3WGGmTITAyS6FD6fT4aaHCS0FUFLjHW49SnAFzwcrHCjE0qEpBuws8yePZuysjIyqO0vU182kAVU19SEqjjxrtE/1W677TYANE3j/vvvJzk5OXSZ3+/n559/ZtCgQWEPMJ4d2AHUn9HxMNcOD3+GsYrJ7CCaltbYbl0iGjZt2gRAu+QA7uBPEaWgKpjXePXaLbt0DTqm+tlQ5Gbjxo106dIl+gGLJlu6dClwiCEmP7g+Nob5/Rf4D/oprrIU2m6NpUuXctFFF0UiVBEBX331FQCD+PUQk0lD4xgU3wBffPEF55xzTtTis6tGV2YWL17M4sWLUUqxfPny0OnFixezZs0aBg4cyOTJkyMYavxZuXIl1dXVBDzJqKQWUXlM5U0hkJghHURtav369UDdIaaqAFw9syVXz2wZSmpMnYLXM28n7C+0hUHr5k3CNzedXLZsmUzod4idO3eGVjEdc5jrDsT4Al+5cmXoR048a3RlxlxR87e//Y1nn32W9PTILBEWtcxW1oH07ObvkN0E/rRs9MoiVqxYwUknnRS1xxWHZ24w1zXd16jrd0nzAd5QzxJhb4WFhezYscM40dw+hy1B6Yp9+/axY8cOOnaMTnVXHLnPPvsMpRTdgVaHafuchkZvFKuA//3vf9x6661RidGumjxnZtKkSZLIRMmqVasA8Ke2Ocw1wyuQZrQcXblyZVQfVxyemZR0STv05F9T13TjemvXrpVf5w5gvudUump4vkxTuDDm3VD7w0jYV1VVFZ9//jkAwxp5G/N6X3/9ddz3nAlzX3wRTuYXVyAlK6qP608xfhJu2LBBNjOzkb1797J79240FF0aWZnpmOrHrSlKSkpqf/EL2wolM5nhSTzN+5Fdlu3v22+/paioiBb8ulHewXTDmAhcUVHBF198EbHYnECSGZvav38/hYWFAASSo7tpp0psgdJ0ysvLQ/sACeuZX3QdUg6+J1N9Hr22OiOVNvtbs2aNcSQzTHfYqt79CltSSvH//t//A+A4jD2YGkND4/jg8f/+97/4fI37kROLJJmxqS1btgAQ8KaBq7n15ibSdQLBCceyM6t9rFixAoCjWjTtA6tn8Prm7YU9BQKB2v2YWoapMhPc1mDDhg1UV1eH5T5F+M2bN48tW7bgBYY08baDgBSMDWi///77sMfmFJLM2JTZsj6QmGHJ46vg48q+PvZhrnLpkdHEZCZ4ffP2wp527txJWVkZSlcQrmmJyaA8Rq8h+WFiX++88w4AQ4HERlZlTB40hgePv/vuu3E7N06SGZsykwhlUTITkGTGVsrLy0NDBX1aNi2Z6RWszGzevJl9+/aFPTYRHqEVZxmE75NZIzQJWJbn29OyZctYtmwZLmDEEd7HcCAB4zU2d9uON5LM2NTOnTsBCERol+zDMXfnzsvLs+TxRV3Lli3D7/eTleQnK6lpk7LTExSdUo2EJtRdVtjOhg0bgPANMZlUi9qhJmE///nPfwAYDKQ3sSpjSkbj2ODxt956Ky6rM5LM2JSZzCivNR14A8HHlRUw9mC2pD+6iVUZk3k72UXZvkKVkxZhvuPg/UkyYz+rV6/m559/Rgea29HrBIzGcStWrIjLHy2SzNiQUuqAyow1yYzyGpWZ/Pz8uJ4hbxdm6bhvq5ojun3fTON28+fPj8tfbU5gdnFVGZGpzGzcuFFee5uZMmUKAAM4fJO8w0lDC00eNu83nkgyY0NFRUWUl5cD1lVmVEIySnPh9/vJz8+3JAZh2L17N5s3b0ZDMSDzyCszHl2xa9eu0Eo5YR9FRUUUFBQYJ8I9TS4NlKYoKyuTYWMbWbt2LXPnzkUDTj7E9RSK6uBBHXRnUcNJGL0SFy9eHHfb0UgyY0OhlUwJKaA3eseJ8NK00LwZmQRsrZ9++gmAnhl+Uj1H9sva66odajLvT9hHaL5MShg6/9anE1odtXHjxjDfuThSkyZNAqA/kHWIqkwNMCZ4OFxdNuOA6ox5//FCkhkb2rp1K0Co14tVzBVNZjzCGnPmzAFgUOsjG2IyDQze3rw/YR+hJKNFZO7/wKEmYb01a9aEqjKnhPm+T6a2OmPOtYsHkszYkPmBo5JaWhpHINl4fNmR1TrFxcUsWLAAgKFtmtf0bEiWcfvly5fXDmkIWwhVZsI8XyakhfFHlmfbwxtvvAEYc2VaN3OuTH0ZaAwNHn/zzTfjZp6UJDM2ZPab8KeEq6f5kQkkG3s0mTs1i+ibPXs2fr+fnFQf7VOat09WZqIKNdCL506hdhSpZdkmqczYx4oVK0IrmMJdlTGdjLGyadmyZcyfPz9Cj2IvkszYTHV1tWUbTNYXSDWSmc2bN1NaWmppLPFq5syZAAxr07whJtPwttV17ldYr7q6unZSdqR6ZLYw/uzcuZOSkpIIPYhoDLMqMwjIDHNVxpR+QN+ZN954Iy6qM5LM2MzKlSupqqoi4EmyrPuvSSWkEPCmEwgEWLp0qaWxxKM9e/aEflUd1zY8++oMa1ONhmL58uVs3749LPcpmmfz5s34fD5UgoLkCD1IAqhkaZ5ntUWLFrFw4UJcRK4qYzoZYy756tWr42KenCQzNjNv3jwAAuntQYtM1t4U/oz2AHHbIttK06ZNIxAI0DPDR7tmDjGZWiUq+gWXd3/99ddhuU/RPKFtDFpAhH6oG4JT8GQHbWsopXjttdcAYw+mFhF9sSH1gB21X3/9dQKB8HyG2JUkMzailAqV/30tO1scjcEfjOP777+X5nlRpJTiq6++AuDk9lVhve+R7Yz7+/rrr2P+A84JzOTC3OE6Usz5ODIHzhpz585l5cqVeICRUXrME4FEjEUc06dPj9KjWkOSGRtZsWIFu3btQulu/C06WR0OAP70Dii3l3379kkr/ChaunQpW7duJUFXoXku4XJMVg0p7gD5+flScbOB1atXA5Gb/GsykyXz8UT0+P3+UFXmOIxuvdGQhMYJweNvvPEGNTXhmXtnR5LM2MhHH30EgC+zG7gsapZXn67jy+wB1MYnIs98rk9oV01ymP8rJLhgZHsjQfrvf/8b3jsXTVJRUVHb+qBVhB8sOMyUl5fH/v37I/xg4kDfffcdmzZtIhGjWhJNxwOpGJO/P//88yg/evRIMmMTu3fvZtasWQD42h5tbTD11GQb8fz000/k5uZaHE3s2717Nz/88AMAZ+RURuQxTutYhYZi/vz58ppaaO3atQQCAVRSBCf/mhJApRnVmZUrV0b4wYSpqqoqtILpJIwdrqPJi8ao4PEpU6aEtsqJNZLM2MRbb72F3+/Hn96OQEprq8OpQyVm4AsOe8Vbi2wrfPTRRwQCAfq0rCEnNTJzWtokB0IdhT/44IOIPIY4vBUrVhhHIl2VCVKZRjKzatWq6Dyg4KOPPmLXrl2kYwwxWWEoxn+xvXv38v7771sURWRJMmMD27Zt44svvgCguuOQw1zbGjXBuKZPn167+kKEXXFxMZ988gkAZ3UK78Tf+s7qbNz/l19+yZ49eyL6WKJhZjKjWkepD0iwD+fy5cuj83hxrqioiP/85z8AnAokRLkqY3KhcXrw+Pvvvx+THcAlmbGYUopnnnmGQCCAr0UOgbRsq0NqUCAlE19md4BQvCL8PvzwQyoqKuiU6mv2XkyH07uFj6MyfNTU1DB16tSIPpb4tUAgEBruMSsmkWYmTatXr5bViVEwadIkSktLycZokmelvkAnoLKyMjQZOZZIMmOxGTNmsGDBApTmorqzVUXIxqnOGYbSPaxcuTKmJ5JZpaysLDQh97yulRFvM6RpcH7XCgA+/d//ZFJolOXm5lJUVIRyqdDk3IhLA5WgqKqqkgprhG3atClUZf0doFtUlTFpaJwZPP7111/H3FCjJDMWKiws5JlnJgBQ036g5R1/D0d5U6jueAwAL730Enl5eRZHFFumTp1KSUkJ7ZL9Ydu+4HAGZPromuajorIyVA4X0REa6mlF9D6JNUJDTcuWLYvSg8YfpRTPPvusMfcN6G5xImPqiMbg4PEJEybEVIVdkhmLKKV4/PHHKS4uwp+cSU37gVaH1Ci+7L74U9tQXl7O2LFj8fv9VocUE/bu3cvU4MS8i7tXoEfps0/T4I89jOrMJ598wq5du6LzwCKUTERtvkyQyjIeT+bNRM706dNZvHgxbghVQ+zidMCL0awxlirsksxY5IMPPmDevHkozUVV91Ggu6wOqXE0naruo1C6h6VLl8qv+TB56623qKispFu6j2OjVJUx9Wvl4+iWNdTU1ISWkIrIM/c7M5OLaDGTp2XLlsXFBoTRVlJSwgsvvAAYnX5b2qQqY0pD49Tg8VdeeYW9e/daGk+4OCqZGTduHJqmccstt1gdSrMsX76ciRMnAlDdaTgqOUwD5iqAVlWCVlW7w7VWVYpWVQIqfOVElZhOdZcRgDHBbcGCBWG773i0ZcsW/ve//wFwSY+KqG/JpWnG44KxH5S0u4+83bt3G92+NRW1ZdkhLUG5FEVFRWzdujXKDx77zAQhk+g3yGusYUA2RuL1/PPPWx1OWDgmmZk/fz6vvvoqAwYMsDqUZiksLOShhx7C7/fja9UNX9s+YbtvrbqM5CVTSV7+Yei85OUfkrxkKlp1WdgeB8CX1ZOarF4opXj44YdleOIIKaV4/vnn8fv9DG5dTd9W1qww6Z7hZ0R2FUqpmBtLt6PQLvQtMLY2jiad0LyZJUuWRPnBY9uiRYv49NNPAfg94LZZVcbkQuP3GFOopk+fHhO7ajsimSktLeXPf/4zr732Gi1bRmvaf/jV1NTwwAMPUFBQQCAxg6puJ9piZ+wjVd3lePzJmRQVFXHvvfdSWRmZbrWxbPbs2cyfPx+3pvjLURWWxnJpjwq8LsXKlSv59ttvLY0l1lk1xGQyh5pCSZVotvLych5//HEAjgW62DSRMXU4YN+mJ554guLiYkvjaS5HJDM33ngjZ599Nqeddtphr1tVVUVxcXGdgx2Yv3iXL1+OcnmoPOoMcCVYHVbz6G6qjjod5U5k/fr1jB8/Xsbgm6CioiJU4j2rcyVtk62thrRKVKGl2hMnTqSkpMTSeGKZ5clM8HGXLFki79kwefHFF8nLyyMD+K3VwTTSb4DWGAsQnnnmGavDaRbbJzPvv/8+ixYtYty4cY26/rhx48jIyAgdcnJyIhxh43z00Ud89tlnAFR1PwWVZO9l2I2lvKlU9jwVpel89913vPPOO1aH5BiTJk1i165dZHoDnNfVHlWtMztVkZ3sZ+/evbzyyitWhxOT9uzZU7sfllU7l2SC0hWFhYVs377doiBix+zZs/nss8/QgD9g7IfkBB40/oCRCEyfPp1p06ZZHdIRs3Uys23bNm6++WbefvttEhMTG3Wbu+++m6KiotBh27ZtEY7y8BYuXBj6BV6dcyz+lp0sjii8AuntqO58PACvvfYas2fPtjgi+1u7di3/7//9PwCu7FNGok0Ws3l0uKqPsRHdp59+Kr1IIiBUlWmhwKrirIvQxGOZN9M8BQUFPP7YY4CxQ3VXhyQypo5ojAwef/rpp9m5c6el8RwpWyczCxcuJD8/nyFDhuB2u3G73Xz//fc899xzuN3uBnuceL1e0tPT6xystGPHDh544AFju4LMHtS0c/YE5oPxte1DTZs+KKUYM2YMmzdvtjok2/L5fDzxxBMEAgGOa1vN4Nb2aivfp6WPUe2NfZvGjx9PVVVk94iKN4sWLQKsG2IyqTbG45vxiKbz+/38+9//pqi4mHYQ2v/IaUZibHVQXl7Oww8/TE1NdNtDhIOtk5lTTz2V5cuXs2TJktBh6NCh/PnPf2bJkiW4XDb5OXsQ5eXl3HPPPZSUlOBPyXL8hN/Dqe58PP60bCoqKkL/bvFr7733HuvWrSPZHeAvR5VbHU6DLutZQUZCgNzcXCZPnmx1ODEllMy0sUcys3jxYpk3c4QmT57M4sWLSQAuxr6rlw7HhcbFQBLGvl0vv/yy1SE1ma2TmbS0NPr161fnkJKSQmZmJv369bM6vENSSvHEE0+wefNmAp4kqo46DXS31WFFlq5T2fNUAgmp7Nixg0cffVSW+NazceNGJk2aBMDlvSpo4bXnl0iKR3FlbyPReu+992JuHxer7N69mx07dhj9ZbIsDqaV0W9m7969Ukk9Aj///DNvvfUWAOcBWQ5NZEwt0LggePyDDz5g1qxZVobTZLZOZpzso48+Yvr06ShNp6rnqaiEFKtDio5g4qY0F3PnzuXtt9+2OiLb8Pl8jBs3Dp/PxzGtqzkhu9rqkA7p2DY1jMiuIhAIMHbsWBluCoP58+cbR1oR/f4y9bkITUCWxpdNk5eXx5gxY1BKcSww0OGJjKkPWqjR37hx4xzVVNFxycysWbOYMGGC1WEc0rp163jxxRcBY6fpQFq2xRFFVyCldahD8Jtvvil7wAT95z//Yd26daS4A/ytT7kjRhwv71U73PTaa69ZHY7j/fLLLwCotvaoyKlsI46ff/7Z4kico7Kykvvuu4/i4mI6AGdZHVCYnQZ0xWgdce+991JWFt6Gq5HiuGTG7iorKxkzZgw+nw9fy874svtaHZIlfG16UdO6B4FAgDFjxjjmDREpq1atYsqUKQBc0bucljYdXqov1aO4Ori66YMPPpDJos1QU1MTqsyYSYTVzDiWLFlCebk952/ZiVKKJ598kvXr15MMXIpz58kcjAuNPwLpQG5urmOmC0gyE2avv/46W7duJeBJpqrrSTE94fdwqjuPIOBNY9euXbz00ktWh2OZysrK0AfCcW2rGZHtrJUCg7NqGNXe2Opg7NixlJaWHv5G4leWLVtGWVkZymvBfkwHkwYqRVFTU8PChQutjsb2PvjgA6ZNm4YOXIIxzyQWpaJxGcZI5OzZs0Nzg+xMkpkwWr9+Pf/9738BqO52Enga1xsnZrkTqOpmdDD47LPP4na4aeLEiWzbto2W3kBoUq3T/PmocrKS/OTn5/Pss89aHY4j/fDDDwCodgrbfAdqoNob1RkzPtGwhQsXhn6U/Q7oZpsXMTI6onFe8Pibb75p+/5hksyEiVKKp59+2ugn06or/hb26DxstUB6NjVZRwHw1FNPNdgbKJb98ssvfPzxxwBcc3QZqR57DC80VZIbru9bhobim2++cdxKB6sFAoHaZKajvf4PmPHMmTPHkf1FoiEvL4+HHnyQQCDAIOA4qwOKkmPQGB48/u9//9vWE4IlmQmTuXPnsnLlSpTuprpzvPxXb5zqnGEoVwKbNm1ixowZVocTNUVFRaFtOE7vWMmATHs1x2uqo1r4OaeLse3CU089yZ49eyyOyDmWLFlCYWEhyqOgrdXR1JMJKlFRWloqE4EbUFVVxX333UdRcTHtMZZhazFelTnQmUAXjL5pdp4QLMlMGCilePPNNwGoaXt0/CzDbixPIjXt+gNGk6l4qM6YlbrCwkLaJfu5tKe1O2KHyx+6VdI51UdRUTGPP/64NFtrpG+++QYAlaPs96mrgepkvI5mnMJQf8LvZRj7GcUTFxqXUDsheOzYsbZ839vtbeVIK1asYP369SjdHbPbFTRXTXZflMvLtm3b4qKnxYwZM5g5cya6priubxleezerbjS3Dtf3K8OjK37++Wc+//xzq0OyvfLy8tCwnOpsvy8BqI1r7ty57N+/39pgbOTTTz/lm2++ifkJv4dz4ITgH3/8kffff9/qkH5FkpkwMD/QfZndZNLvwbgS8LXuARDaPTxWFRYW8swzzwBwfpdKumdEphLlD0BBhc6eitq38Z4KnYIKHX8EV1J2TA1wcXej0vTCCy+Ql5cXuQeLAdOmTaOiogKVpiCzGXcUAMqCB5N5urmvdwtQLY1VTV9++WUz7yw2rFu3jueeew4w9lyK9oRfP4p9KPYfcN5+YB8KP9FPijuihXrqvPLKK7bbhFaSmWby+XyhiX2+4ERX0bCaNsbz89NPP1FZWWlxNJFhbmNRXFxM5zQf53eN3L9zb5XOrXMyuGteRui8u+ZlcOucDPZWRfat/btOVRyV4aOiooLHHnvMEX0orKCUCk0AV92buYqpAlxfunBNqy3zuaa5cH3pgjCMYqruxhfkJ598gs/n7PldzVVeXs5DDz1ETU0NvYETLIihGHgaeP6A854PnldsQTwAxwIDMCa0P/LIIxQXWxXJr0ky00xr1641eke4vARS21gdjq2ppFYEElKoqamJ2WXa3377LXPnzsUVHF5yx+g7TNfg2r5leHXF4sWL+fTTT60OyZbmzZvH5s2bUW5l2yEmk8pRqATFrl27+P77760Ox1LPP/8827dvJx24gPia8HsoWnC5disgPz+fp556yjbzZ2L0ozZ6li5dCoA/vR1o8nQekqbhT28PGKs7Ys3+/ft5/nmjLH1ht0pyUmO7WpGdHOCSHkZJ4OWXX6agoMDiiOznvffeA0B1U5BgcTCH4wbVw/hieu+992zzJRVtP/30E1988QUacBGQLIlMHd5gh2AdmDlzJtOnT7c6JECSmWbLzc0FIJBsl5ae9mY+T9u3b7c4kvB74YUXKCoqJifVx9mdY3MYrb7Tcqronu6jvLycZ555Jm6/ABuycOFCI2nXQfV0xvOieiiUW7Fu3TrbN0mLhPLycp588kkARgBdJZFpUAc0RgaPPzthgi0mjUsy00w7d+4EIJCYbnEkzqCCz1OsJTPz589n2rRpaCiu6lMes8NL9ekaXH10GS5NMXv2bOkiG6SU4o033gAg0C0AyRYH1Fje2urMG2+8ERdtFA70xhtvUFBQQCvgVKuDsbmRQBugqLiYl19+2epwJJlprlADIbfX2kAcQgWfp1ja1M7n84Va/J+eU0WPCK1esquc1ADnBCtRL7zwAlVVVRZHZL3vv/+eFStWgAtUb2dUZUyql0J5FJs2bYqrvjO5ubl89NFHAJxD/PWTaSoXGucHj3/11VesW7fO0ngkmWmm6upqAJQWI41EIi34PJnPWyz46KOPyM3NJd0T4KLusdEcr6nO61pJpjfA7t27bdmDIpqqqqqYOHEiAIFeAUiyOKCmSgDVx0jAXn311Zj64XEor732Gn6/n15AT0lkGqUTGv0xKpFWV2ckmWmmhARjVp+m4uvX+BELPk8ej8fiQMJj//79TJ40CYCLe1SQ7LY4IIt4XXBZT+NL75133iE/P9/iiKzzzjvvkJeXh0pUqF7OqsqYVA+FSlHs3bs31N08lm3ZsoXvv/8eDaOnjGi80zESiQULFrBq1SrL4pBkppnS0tKMIz4prTeGFnye0tNjY47RW2+9RWlZGZ3TfIxsHzvVpiMxvG0NR7WoobKyMi6+ABuSm5vLO++8A4AapMCpya0LAoON1Xj//e9/LR9CiLSpU6cC0AdoK1WZJmmJxsDgcfN5tIIkM82UmWm09NSr7bX51rnnnsvbb7/Nueeei6ZpaNX2KBVrweepVSvnr/4qKCjg0//9D4DLelSgx/lnoKbBn4J7UH399dcxN8n7cPx+P+PHj6empgaVrWy3O3aTtYNAxwCBQIDHH388ZhvplZWVhZYXH29xLE5lPm8//vijZSubJJlppk6dOgGgVey3NpB6LrnkEjp16sQll1yCUgqtqtTqkADQK4oA6Ny5s8WRNN8777xDdY1RjejbKjY/6JuqR4afgZk1BAIB3nrrLavDiaoPPvjAaPHuhsAxgeZ1+7UJNdhopLd+/fqYfT1nz55NZWUlrQHnfypZox0aHTAWQ8ycOdOSGCSZaSbzS1mv2GdxJHVNnTqV3Nxcpk6diqZpKG+q1SEBoFfsBWqTQKfas2dPaI+pP3SrRIuBL65wubCbUZ2ZNm0aO3bssDia6Ni4cSOvvfYaAIGBAUixOKBwSTQSGoD//Oc/ls6JiJQ5c+YA0Bfp9NscfYN/zecz2iSZaaZevXoBoJcXQsA+v84///xz/vKXv/D555+jlEIl2KDRhQqgl+4BoHfv3hYH0zyffvopNTU19MzwcXRL+7zudtA9w0//YHXG3JcollVUVIT28VHZCtXV4cNL9agcRSAngN/v56GHHqK01B5V3nBQytiOA0B21mse8/lbtmyZJUOSksw0U3Z2Nq1atUJTCr1sj9XhhJidWO3UkVWr2IcWqCEpKYkuXbpYHc4R8/l8oarMGTlSlWnIGTlG35kvv/wyZjcVNT377LNs3boVlagIDIuN4aU6NFBDFCrZ2Ldp/PjxtvpcaY68vDyKiopwAe2tDuYQ6s+BLLE6oAZkAV6gsrKSzZs3R/3xJZlpJk3TGDBgAACu4jyLo7E38/np378/Lpdz+/L88MMPFBYWkpEQ4Ng2NVaHY0sDM31kJfkpLS3lu+++szqciPnss8/48ssvQYPA8IDxaR6LPBA4LgA6zJo1y9JVK+G0detWAFoDbhtnofXnQO63OqAG6GhkB4+b2/xE9/FFsw0ePBgAV/FOiyOxNzOZMZ8vp/rqq68AGNWhKm62LWgqXYNTOxjL8L/++muLo4mMVatWMWHCBAACfQNGb/dYlhmcD4SxseiiRYssDqj5du/eDUBLi+M4nPpzIFtYHdBBtAj+3bVrV9QfWz6Kw+CYY44BQC/ZDX6ZP9EgFQgle+bz5UQlJSUsXLgQgBHZ8d1X5nCODz4/y5cvZ88e+wzBhkN+fj733HOPMU+mvXLclgVHSnVXBDoby7UfeOABx0/wLikxBmxsMKPwkOrPgUyzOqCDMJ9HK+ZVSTITBp06dSIrKwtNBXCVRD8jdQK9tADNX0NaWhpHHeXcqXZz587F5/PRIcVPh5SA1eHYWmaionu6D6UUP/74o9XhhE1FRQX33HMPe/fuRaXH6DyZgzHnz7RUFBcXc+eddzp6QrA5n8vu/cjtOAeyIebzaMU8OUlmwkDTNI499lgA9GJn/1KJFLMqM3jwYEfPlzG/lI9tI1WZxjCfp1hJZvx+P4888gjr1q1DJSgCJwbs/00Ybi4InBBAJSlyc3O5//77qalx5twx87NIfpaEh/k8WvEZL8lMmAwZMgQAV5HMm2mIq8hI8sykz4mUUkZTNGBgpjM/vKNtYGvjeVq5cqXjO8gqpXj++eeNPhq68YUeM/1kmiop+O93w8KFC3niiSdsXzVoSFKSsQuo/DQJD/N5TExMjPpjSzITJqF5M+WFsk9TfQEfeqmx8aCT58ts376d/fv349EVXdLttbFo/aWb+6vsMe7RISVAsjtARUUFGzdutDqcZnnvvff46KOPAPAP9xtLYOJZS/Af5wfNmOT9xhtvWB1Rk7Vo0QIAe21G41zmgGPLltGfUi3JTJhkZmaSk5ODBjJvph69tABNBWjVqhUdO3a0Opwjtnz5cgC6pvvw2OydU3/p5p5KewSoa9Azw0j8zOfPib766itefvllILiix7n/jcOrXXDrBoxNVz/88EOLA2qaNm2MJWj7rQ0jZhQF/5rPazTZ4xMvRgwcaOwdqpfstjgSezGTu4EDB6I5uMOcWVnobrOqDPx66WbrRPvMAuiWbgwvbdiwweJIjsxPP/3E448/DkCgVwB1lPOGUyJJdVPG0nTgueeeC23a6ATmj6t9gB95XZtDoSgMHu/QoUPUH1+SmTA6+uijAXCVFlgcib3oweejb9++h7mmve3cacyHaptsv2Sm/tLNFl77fDC3TTa+6PLynNdUcunSpdx///0EAgECnQOo/vZ5Xu1E9VEEugdQSvHoo4/yyy+/WB1So2RlZZGcnIwfiK3mAdFXBFQCbrebnJycqD++JDNhZCYzetkecOBkuEjRy4xkxnx+nMpMZtok2afqYbLz0s02SUby57SeJBs3buSuu+6iuroa1U6hhqr4WYLdVJqxIWUgJ4DP5+O+++5j5cqVVkd1WLqu06NHDwBk6UbzmM9f586d8Xiiv8RPkpkw6tSpEwkJCWiBGrQqO+6eYYGacvSaCjRNo3v37lZH0yxmV8ssGw3hOEFWMPkrKChwzIqmHTt28H//93+UlZWhWisCxwfk0/JwNFDDFKqtorKykjvvvJMtW7ZYHdVhmZvebrc4DqfbFvxr1Y9WeXuGkdvtDm2gqJfvtTYYm9DL9wHQvn370DJIJwoEjBU5AMke+1U/7CzFXVs1qq62/yLYwsJC/u///s9oipehjCXIzm2NFF06BEYEUK2Mpnr/93//Z0lr+6bo168fAFstjsPpzN2YrJpOIMlMmIWSmYr9lsZhF+bz0LVrV2sDaaYDv4S9uiQzTeHRQQtOrrT7DtplZWXccccd7Ny5E5WiCJwcgASro3IYNwRODKDSFAUFBfzrX/+iuLjY6qgOytwoOB8ol0nAR6QGhTmIbC6EiTZJZsLMnPikVRYd5prxQQ8+D1ZMCAunA7+EE+RXepNoWu1zZudkpqamhvvvv5/169ejvMFEJvq9v2KDFwIn13YJvuuuu6iqsmf/rVatWtGpUycUsMXqYBwqF/BjTKhu3769JTFIMhNm5lI/XebMAITmDlmxVC+cdL32rRKQH29NZj5ndl2ar5Ti6aefZsGCBaHKAqlWR+VwyRA4KYDyKFasWMG4ceNsOUEdapt5brI4Dqcyn7fBgwdb9h6XZCbM2rVrByATgIP0SuN5MJ8Xp0pOrt1Xt8Jnzy9ku/IFoCZgPGepqfbMEKZOncoXX3wBWrCrbSurI4oRGcFtD3SYMWMGkyZNsjqiBpnb0Ti7R7V1zOfNfB6tIMlMmGVnZwOgVZdBwH79SKJKKbRqI5kxnxencrvdeL1eACr8ksw0xYHJnx0ngS9YsICJEycCwe6+zs677Sertkvw5MmTbbnp6DHHHIOu6+wBimTeTJOUo0LLsiWZiSEtW7Y0lmcTTGjima8SLZjQtW3b1uJgmi89PR2AkmpJZpqiuMZ4vpKTk3G73RZHU9eePXsYM2YMSikCXQOoHvJFFgmqqyLQ00hoxo0bF+rZZBdpaWmhJdpSnWmaTYDCWPxixTYGJklmwkzTtNrqTJwPNZnzhlq3bk1CgvOXhJgT23aVywzgpjCfL7vNmzK71e7btw+VoVCDndMUr/7GolRYHdHhqQEK1UpRWlrKI488gt9vr8r10KFDAXDmphvWMZM/8/mziiQzEWB+6cX7JGAzmbNqdnu4mSuydpXL26YpzOfLbivavvrqKxYuXAgujKZ4DspR628sSrnVETWCbjzPyqNYtWoVH3/8sdUR1XHssccCxpdzQIaaGkWhQsmf+fxZRT6VI8D88o735dl6pdFbwumTf03ml/GOMgd969nAzuDzZadkZv/+/bz00ksAxiaJaRYH1ET1NxYl+fC3sYVkQvtbvfbaaxQU2Gcfu759+5KcnEw54LxdxKyxF2PHcbfbbVl/GZMkMxHQuXNnQBrn6RVG91/z+XC6Xr16AbC+yC1bbzXBuv3GPBnz+bODDz74gOLiYmN4qafzXsz6G4tiv3nVB6W6KVSmoqKignfffdfqcELcbjeDBw8GZKipsdYH//bv37/Oik8rSDITAWa3W7OVf7wy//1O7/5r6tu3L263m31VOvkV8tZpjKIqjbxyF5qmWf7LzVRWVsZHH38EBKsyDnwp7byx6GFpwecdIynbt88+n5PDhg0DJJlpLPN5Mp83KznwbWx/PXr0QNM09OpSqHHCYHYE+KvRgpUpO/0ibw6v10ufPn0AWLPPXqty7GpNsCrTrVs30tLsMZbz/fffU1ZahkpTEBvTuZynDaiWiqqqKr777jurowkZPnw4YHS0rZR5M4fkQ4Wa5Ukycxjjxo3j2GOPJS0tjTZt2vD73/+etWvXWh3WYaWmpob2aHKV5FsbjEX00gI0FNnZ2bRu3drqcMLG7KOwaE/0t7h3okUFxvNkdli1g3nz5gGgcpyzeinmaMHnH/j5558tDqZW+/bt6dixIwFkifbhbAFqgMzMTHr06GFxNDZPZr7//ntuvPFG5s2bx7fffovP5+OMM86grMz+/VsGDRoEgKsoPjeWN//ddhlaCJeRI0cCsHSPh3KfxcHYXLUfFhYYS/JHjRplbTAHWLx4MQAqW355W0m1M57/JUuW2GqZ9nHHHQfAOovjsDvz+Rk+fLgttimxdTLz9ddfc+WVV9K3b18GDhzIpEmTyM3NNZZT2tzxxx8PgGtfLvE4W9S9z9gQ3nweYkW3bt3o3LkzPqWxMN/5vXMiaWmhh0q/Rps2bejbt6/V4QDGZpJFRcFVhvYY9YpfwZ0tqqurKS0ttTaWA4wYMQIwvqxliXbDFIo1wePm82U1Wycz9ZkfQq1aHXzjlKqqKoqLi+scrDB48GCSk5PRa8rRS3ZZEoNV9LI96JVFeDweW4ylhpOmafzmN78B4Mc8SWYOZXbw+TnllFPqbNRppZKSA3o/yUihtXRQLiNZsOpzuiEDBw4kNTWVUmCb1cHY1G5gH5Dg8VjeLM9kj0+YRlBKcdttt3HiiSfSr1+/g15v3LhxZGRkhA5W9bbwer2ceuqpALgL7D/PJ5zc+ca/9+STT7btxoLNcdZZZ6HrOqv2edhW6pi3UFTll+uh+TLnnHOOxdHUSklJqS2JV1sbS9zzgRbc58wuk8MBPB5PqKK8yuJY7Gpl8O/QY4+1fEm2yTGfxP/4xz9YtmwZ77333iGvd/fdd1NUVBQ6bNtmXW599tlnA+Au3BQ/+zTVVOLeYyzYO+ussywOJjLatm3LySefDMA3uYkWR2NP07Z7UWgMGzbMVn2GvF5v7T5h9ikGxKdgkSwjI4MWLVpYGkp95hyvFchQU30KxYrg8VNOOcXSWA7kiGTmn//8J59++ikzZ86kY8eOh7yu1+slPT29zsEqffr0YcCAAWgqgCdvecQfTyWkUD7oEsr7/yF0Xnn/P1A+6BJUQkrEHx/As3slWqCGHj162Kb8GAkXXXQRAHN2JVBUZf3kNzspq9H4foexw7j5PNnJ0UcfDYC2XV43K5nPv7nBo50MHz6c1NRUijFW7YhaO4E9QEJCAieeeKLV4YTYOplRSvGPf/yDjz76iBkzZjiu+ZqmaVx++eUAuPNXR37jSU1HedNQ3tqhHeVNRXnTQIvCS11TjmeXkbNffvnltpjhHin9+/enT58+1AQ0Pt1iTXWmlTfAMycU8dhxtdtmPHZcEc+cUEQrb8CSmAC+zPVS4dfo0qWLLedMmRVDbasGTlqRlgT+s/z4z6hd+eM/w4//LL+jOgADEABti/H5YFaw7SQhISFUdVhkcSx2Yz4fJ598Mikp0fmR3Bi2TmZuvPFG3n77bd59913S0tLYtWsXu3btoqLCAVvEBh177LEMHjwYLeAnIfcXq8OJqIRtC9D8NfTq1Ss0DBOrNE3jmmuuAWD6di97KqOfuLl0yEoK0DqpNnFpnRQgKymAy6J3dlG1xtfBoberr77aNhN/DzR06FA6dOiAVqOhrXJQwq0DKcGDyTxtv6f5kLQ1GlqlRqtWrWz16/5AZtK7Eii3YKgpHbgN+OcB5/0zeJ5V4w1VKJYGj//ud7+zKIqG2fotMHHiRIqKihg1ahTt2rULHaZOnWp1aI2maRo33XQTuq7j3rsZ1/7YnB+vF+/CU2B0Hrj55ptt+SUWbkOGDGHw4MH4lMbHm5z20zgyPtucSJVfo3fv3px00klWh9MgXdf55z+Nrwh9nW4syxDRUwz6auPz4R//+Adutz27aR999NH07NkTH7DAgsd3odESjRYHnNcCaImGy6Juj0uBKqBDhw62m0Zg628cpVSDhyuvvNLq0Jqke/fuobkDCZt+BF+lxRGFmb8G76bvAaNkfKjVZrFE0zSuvfZaAH7YmcDm4vjeTXtHqc632425MldffbWthxlHjBhhLLFXoM/VIcbekrZVHXy+A0ZzOnPFpx1pmhb63J6H0b4/ngVQzAkev/DCC233g9Ve0cSwa665hk6dOqHXlOPdPCemGuklbP0JvaqE7Oxs/vGPf1gdTlT17duX008/HYXGpDXJBGLnZW0SpWDy2mT8SmPEiBG2nCtT36233moMN5Vr6LN1Z82fcSI/6HN0tBKNrKws7rjjDlsnvACnnnoqmZmZlABLrA7GYiuBvRjL6O04z0mSmSjxer3ce++9uFwu3Hs349698vA3cgB3wTo8BevQNI27777bVhPCouWGG24gJSWFTcVuZu6Iz0Z6P+32sHqfh4SEBG666Sarw2mUjIwMxo8fT3pGOtq+YEJTY3VUMcpnVGS0PRrJycmMHz/eEXu2JSQkcNlllwEwi/itzgRQzAge/+Mf/2ib3jIHkmQmivr06cMNN9wAQELuL47vDKyX7SFhi1F4HD16NIMHD7Y4ImtkZmZy1VVXATB1QxL74mypdkm1xjvrjA+3yy+/nPbtnbMVdU5ODo+Ne4zk5GS0Ag19lm5MChDhUw36DzraLg2v18ujjz5K9+7drY6q0c4//3wyMzMpAuyzJWZ0LcJYjp2WlmbLdgsgyUzUXXTRRZxyyiloKkDiuu8iv1w7QrTqcrzrvkUL+DnuuOP461//anVIlvr9739P7969KffpvL4qJZZGEQ9rytpkiqp1unTpwqWXXmp1OE3Wr18/nn32WTIyMtD2a+gzdGmoFy6loM/U0Qo1UlJSePrpp0M7zzuF1+sN/ViZBZTFWXWmEsX04PErrrjCttV3SWaiTNM07rrrLnr27InmqyRx7TTwOayvut+Hd9236NVldOrUifvvv992k8Gize12c8899+DxeFha6OH7nfEx3DRvt4d5uxPQdZ17772XhARn/rt79erFCy+8QNu2bdFKNVzTXbDD6qgcbhfo3+loxcYS7Oeff57+/ftbHdUROfPMM+nZsyeVwDSrg4my6UAp0LFjRy644AKrwzmo+P4GskhSUhLjxo0jMzMTvWIfieu/g4D/8De0AxXAu2EGrrIC0tMzePzxx221r4qVunTpEuo98/a6ZPIrYvvtta9KY/Ka2uGlXr16WRxR83Tu3JnXXnvNGC71gWuuC22ZBtb1H3QmBdoqDdePLrQajb59+/L666/To0cPqyM7Yi6Xi1tvvRUwhlw2xUl1ZjsqNLR222234fHYd3fW2P60tbE2bdrw2GOPkZSUhKt4J95NP9h/hZNSJGyZi3t/LgkJCYwbN5YOHTpYHZWtXHzxxQwYMIBKv8aLy1PwxegXYUDBxBUplNbo9OzZM2aGGVu0aMFTTz3FxRdfDIC+VjeGnUotDswpykGfpaOvNL5azjnnHJ599llHTPY9nH79+nH++ecD8DFGA7lYVoPiI0ABp59+uu36ytQnyYyFevXqxZgxY4wVToUbScidZ+uExrNjEZ78Nei6zoMPPujYknEkuVwu7rvvPlJTU9lY7Oa/G2Ozmd5nWxJZtc9DUmIiDz74oK1/sTWV2+3mn//8J4888gipqalo+zRc37qM9vv2fXtaTtumoU8zViwlJSVx3333cccddzh26LEh119/PdnZ2ewHvrI6mAj7FigAWrVq5YgVipLMWGzYsGHcfffdAHh2rcSzc4m1AR2Ee9cKEnYsBoz+HHbt7moH2dnZ3HnnnQB8vjWRZYX27HB6pNbtd/HhJmPLgltuvZVOnTpZHFFkjBo1ikmTJjFw4EBjafF8HX2ODs7ZTSU6qkD7SUOfp6PVaPTp04c333yTM844w+rIwi45OZl77rkHTdNYCCyP0ex2HYqfgsfvvPNOMjIyLI2nMSSZsYEzzjgjlPkmbF+Ie/cqiyOqy12wHu/WeYDR2dUstYqDGzlyJL///e8BYzim0IK9myKhqFrj+eWpBJTGGWecYbv9WcKtbdu2TJgwgWuvvRaPx4OWF6w+5EqVBoAdoH+jo2/X0XWdK664ghdffDGmh58HDRrEX/7yFwD+BxTG2H+EIhQfBo9feOGFHH/88ZbG01iSzNjERRddxBVXXAGAd8tcXHs2WhyRwbVvqzGfB2M+SKzMjYiGG2+8kZ49e1JSo/P88lTHz58JKHhpRQr7qnQ6derEbbfdZvsOruHgcrn4y1/+wmuvvWasQqzW0H/Wjbb88VqlqTSqMa65LrQqja5du/LKK69w1VVX2XavpXD629/+xoABA6gC3gOqYySh8aF4HyjHmAZx/fXXWx1So0kyYyOjR48OLX3zbvre8k0p9eI8vOtnAIrf/e533HjjjXHx5RUuXq+XMWPGkJqayoYiN++ud/b8mQ83JrJyrzFP5t///rctu4BGUrdu3XjllVcYPXo0brcbbaeG/o2OtimOqjQKtK1anWrMn//8Z1577TXHr2ZrCrfbzUMPPUSrVq3YDcGJss7+T6BQfAZsB1JTU3n44Yfxer1Wh9VokszYiKZp3HzzzZx22mloKoB3/XT0knxLYtHLCklcNw1N+TnhhBO444474r6XzJFo37499913HwDTtiUyd5czJ8ouKvDwvy1GMnb7HXfQpUsXawOyiNvt5sorr+T111+nT58+aDUa+kId/Yc4WPFUDvpsHf0XHa1ao0ePHrzyyiv8/e9/j6lJvo3VunVrxowZg9vtZiXwvdUBNdM8jGXnuq7z0EMPOaqTN0gyYzu6rnPPPfcwfPhwtICPxHXfoFXsi2oMWmUJ3rVfo/lrGDhwIA899FBclI4jZcSIEaHhuddXpbC1xFm7a+8s05m40uj6eeGFF3LaaadZHJH1unXrxksvvcQNN9yA1+tFy9dwTXOhrY3BvjQKtA0arm9caLs0PB4PV199Na+++mpcVWMa0r9//1D/menACodWZ9ahQquzrrvuOkdsFFufJDM25Ha7eeSRR+jbty+ar4rENd+gVZdH58FrKklc+zV6TQXdu3dn7Nixjio12tXo0aMZNmwY1QGNCctSKK1xxnBdhQ8mLEulwqcxYMCAuNsV/VBcLheXXnopkydPNhrt+UFfFuxLU2R1dGFSEuwbs9jYVbxfv3688cYbXH755fIDJ+jcc88N9SX6ENjmsIQmD8VUjJHSs88+m0suucTqkI6IJDM2ZXYJ7tixI3p1Kd6134A/wlv6BnwkrvsWvbKItm3b8sQTT0h33zBxuVw88MADtGvXjoIKFy+uSCFg8888peDVVSnsLHPRunVrHn74YfkCa0CHDh2YMGECd9xxBykpKUZfmu9caKsiVKVxgf8CP/4L/BCpIp8CbW2wv84ejcTERG6++WZeeOGFuB1iPJQbbriBESNG4APeBvY6JKEpQvE2UA0cc8wxjp7UL8mMjbVo0YInnniCFi1a4CovxLtxVuSa6imFd9OPuEp3k5KSwvjx42Oia6edpKen8+ijj+L1elle6OG/GxOtDumQPt/qZX5+QqhSmJmZaXVItqVpGueccw5vvfUWI0aMgADoK3X06RGo0miAO3iIxPdOCegzdPRlOvhh6NChTJkyhT/84Q8yb+4gXC4XDz74IL169aIcmIL9N6SsRPEWxp6qXbp0YcyYMY5ufin/M22uQ4cOjB07Fo/Hg3vfVjzbF0TkcTw7l+Iu3Iiu6/z73/+ma9euEXmceNejRw/uuOMOAD7dksT8fHt+eCwvdPP/NhgTfm+++Wb69etncUTOkJWVxbhx47jvvvtIT09H2x+s0qxxwIonBdr6YDVmr7HL9R133MFTTz1Fu3btrI7O9pKSknjsscfIzs5mLwQrHvZ80X0o3gXygczMTMaPH+/4KrwkMw7Qr1+/UEfZhJ1Lce3dHNb7d+3fRkIwSbr11lsZMmRIWO9f1HX66aeHxthfWZnCzjJ7vQ0LKnReXJGCQuPss8/mvPPOszokR9E0o6HglClTaqs0y3X0mTqUWR3dQZSD/oOOvqS2GjN58mTOOeccxw47WCEzM5MnnniC9PR0tgP/D/DbLKEJBPdc2oyRgI0fP57s7Gyrw2o2e32KioM644wzuPTSSwHwbvoBrSI8tWutqtQYvgLOO+886e4bJddffz2DBg2i0q8xYWkqFT6rIzJU++HZZcYGkr179+aWW26RL7MjlJmZybhx47jzzjtJTk5GK9TQv9XRttns+dyJEVe+htfr5ZZbbuHJJ5+kbdu2VkfmSJ07d2bcuHEkJCSwFvgce/WgmQYsxxgae/TRR+nZs6fVIYWFJDMOcu211zJgwAA0fw3eDdMh4G/eHaoA3g0z0HxV9OrVi3/+85/hCVQcltvt5uGHHyYrK4ud5S5eX51iiz1G31qbzJYSNxkZGYwZM0ZWsjWTphnVrUmTJtGvXz+jL808HW2BBlYnsH7QFmu45rjQqjWOOuoo3nzzTS688EKZG9NM/fv358EHH0TXdRYAs6wOKGguijnB43fffbftd8JuCvkf6yBm18mMjAxc5XubPX/Gs3MprtJ8UlJSHNftMRa0bNmShx9+GJfLxc+7E5i2zdrn//sdCcza6UXTNB588EH5ZR5G7dq147nnnuOvf/0rmqahb7Z42KkiuOR6g/EV8Mc//pGXXnqJnJwciwKKPSeddBK33HILADOARRZXZ1ag+Dp4/Lrrrou5jUAlmXGY1q1bhyaQJuQtRy/Z9esr6W7Khl5B2dArQG94Ka1etgfP9kWAMU/Gad0eY0W/fv248cYbAXh3fRLr9zd9ra1Xh9dP2cfrp+zDe4Tv6K0lLiavNbYnuOqqq2LqF5tduN1urrnmGp5++mlatGiBtl9D/06H3VEOZE9wWGmvRlpaGo8//jj/+Mc/4rKLb6T9/ve/r7Mp5YYjSGg8wP3Bw5EuF9ga3DxSARdccAGXXXbZEd6TfUky40AnnXQSZ511FgDeTbN/PdykaeDyGIeG5juoAAmbZ6OhGDVqFKeffnoUohYH84c//IHf/OY3+JXGiytSKGtiQz1Ng0SXcTiS6S2VPnhheQo1AY3jjjsu9OErImPIkCG89tpr9O7dG61aw/WjC21jdObRaFs1XLOMzSG7devGq6++6phdkZ3qmmuu4YwzziAAvA/sbmJCo6GREDxoR7AWvzC4cskHnHjiidx0000xOQ9OkhmHuvHGG2nZsiV65X48ecuadFv37tW4yvaQkpLCzTffHJP/sZ1E0zRuv/12OnTowJ5KF6+vSo7q/Jkpa5PJK3eRlZXFPffcI/MloqBt27Y8//zznHnmmaBAX6SjLY/g8m0F2moN/RcdFJxyyilMnDiRDh06ROgBhUnTNO644w4GDhxIFfAfoDRKQ04VKP6DsQt27969eeCBB3C5nLWdSmPJp5ZDpaWlhVrLe3Yubfx2B74qEoLDS9ddd500QrOJlJQUHnzwQdxuN/MLEvhue3Tmz8zOS+DHPC+6rnP//ffTokWLqDyuMHZVv+uuuxg9ejQA+prgxOBwf88p0JZo6CuMj/vLLruMBx98kKQkZ+/i7iQJCQk8+uijdOzYkSLgPYxeL5HkD25TUAi0adOGsWPHkpho70adzSHJjIOddtppxv5NAR+e7QsbdZuEHUvQ/FV07dqVc845J8IRiqbo3bs31113HWDMn4l0/5mCCp3Ja4x5MldeeSWDBg2K6OOJX9M0jSuvvJI777wTXdfRt4Q5oVHGiiV9g46madx0001cf/31Un2zQHp6Oo899hipKSnkEvkl29OAjUBiYiKPPfZYzHd0l//RDqZpGjfccAMA7oJ1aJUlh75+dTnu3asAo89JrJYbneziiy9m2LBh1AQ0XlmZgj9COzAHFLy6KplKv0a/fv1Cu3oLa5x99tncf//94U1oFGhLNfSNemio46KLLgpLvOLIdOrUiYcefhhd11kIRKafOyxFMTd4/N5776VHjx4ReiT7kGTG4fr378/QoUPRUIedO+PetQJN+enbty/Dhw+PUoSiKTRN48477yQ1NZWNxW4+2xKZsvC0bV5W7/OQmJjIPffcI4mtDZx66ql1E5pVzZvLpq3T0NfXJjJnn312mCIVzTFs2DCuueYaAL4AdoS5OpOP4n/B43/9618ZOXJkWO/friSZiQGXX345YFRnqKls+Er+Gjy7VwOEel0Ie8rKygr1p/h4cyK5JeFNNHaV60wN7rt0ww030LFjx7Devzhyp556Kv/6178A0FfpaFuO8H26HWOjSIzFApLI2Muf/vQnTjrpJPzAVIxNH8OhGsX7QA3GlhTmfKx4IMlMDBg4cCA9e/ZEU37ce9Y1eB134Ua0QA0dO3bkuOOOi3KEoqlOP/1048NOaby5JplAmH68KQWT1yRTE9AYOnSobF9hQ+ecc05oeby+UIf9TbyDEnDNNxLgCy+8MLQPmLAPTdO46667yM7OZh/G/Jlw+AYowNhK4/7774+riqskMzFA0zR+//vfA+DJX0ND63rd+WsAOP/882XynwNomsYtt9xCcnIyG4rczNwRnoZmP+32sGKvhwSPh9tuu00qdDZ19dVX125SOU9v/NYH/trrDx48mH/84x/yGttUWlpaaFhxKbC8mdWZdSh+CR6/5557aNmyZbNjdBL5VosRp556Kl6vF72yGL28sM5lWsV+XGV7cLlc/Pa3v7UoQtFUWVlZXH311QBM3ZBEUVXzvpTKajTeXmesXrr8iitkeMnGdF3nrrvuIisrC61EQ1vWuNdeW6Wh7dfIyMjg/vvvx+1uuAO4sIf+/fuHJt9/DpQdYUJTecA8mYsuuohjjz02PAE6iCQzMSI5Odn4JQe4CjfWucy9dzNgjKFKHxFnueCCC+jVqxflPp0PNzWvL8j/tiRSXK3TqVOnmGxnHmtatGjBPffcA4C+UYd9h7lBMehrjY/022+/PeaX4saKyy+/nG7dulEOfHWE9/EtUAx06NCBa6+9NnzBOYgkMzFk1KhRALj35dY53xU8bV4unMPlcoWaI87amcCOI+w9U1ChMy3XaMR344034vEc6S4vIpqGDBnCaaedBhhdgg/1w11fbFw+YsQITj755ChFKJrL4/Fwxx13oGkaS4HNTazO7EAxP3j89ttvj+nGeIciyUwMGTp0qLGss7KotudMTQWusgIAWY7tUAMHDuTEE08koDTeX39k1ZkPNibiUxrHHHOMTAB3mBtuuIHExES0vRo0sK8sAAWg5Wu43W5uuummqMYnmu/oo4/m3HPPBeBLINDIhEah+Aojxz3ttNM45phjIhaj3UkyE0PS0tLo168fAK7incG/eQB0795dys4Odt1116HrOov3JDR5Z+1tpTpzdxlVmeuvv14mhDpM69atueCCCwDQVzZcndFXGR/lZ599Nu3bt49meCJMrr76alJSUtgFLG3kbdYAWzG2xjC7h8crSWZizIABAwDQS3cD4Cox/g4cONCymETzderUid/97ncAfNrERnpm471Ro0bRq1evsMcmIu/SSy8lISEBbZ8Ge+tdWGRUZXRdlx3PHaxFixah128Wxt5KhxJAMT14/I9//CNt2rSJaHx2J8lMjOnfvz9Qm8Topfl1zhfO9ec//xlN01i8J6HRjfR2l+v8tMtY1i1fdM7VsmVLTjnlFAC0TXUra+bpE044gbZt20Y9NhE+F154IS1atGAvcOh+7kZVZjfGJrWXXnpp5IOzOUlmYsxRRx0FgFZZBL5q9PK9dc4XzpWTkxOaxP351sbtqv3l1kQUGsOHD5f/Aw533nnnAaBt08AfPDMAWq5W53LhXElJSVxyySUAzOHQG1HOCf698MILSUtLi3xwNifJTIzJzMykVatWaIB73xY05ScpKYkOHTpYHZoIgz/96U8A/Lw7gaLqQ899KffB7GBVxrydcK5+/foZfWf8mvGTHKAQtGqNtLQ0hgwZYml8IjzOO+88khIT2Q1sOch1dqDIxVgJdeGFF0YvOBuTZCYGde7cGahdkt25c2fp+hsjevXqRZ8+ffArjR93Hror8NxdCVT5NTp37sygQYOiE6CIGE3TOOmkk4zjO7U6f0eMGCEN8mJEWloap59xBkBoyXV95m7bI0eOJDMzMypx2Z18w8WgnJwcAFz7jWRGOr3GFnMJ58wd3oPu2aQUzNjuDV1fVjDFBrOzq7YnmMwUaHXOF7HBfI+v5tebUNagWF7vekKSmZhkDilpKlDntIgNp556KsnJyeyucLG+qOGJwNtKXeSWuknweEKroITzDRgwAE3T0Eo0KCW0CaVU3mLLUUcdRefOnfFhJDQHWgdUYWx3IqtUa0kyE4PqL9GL9yV7sSYpKSk03PDL7oaHmn7JNzr8Dj/uONLT06MWm4istLS0UOVV26KhKY2srCx5j8cYTdP4zW9+A8CqepeZyc0pp5wi0wcOIM9EDKr/wSbN8mLPyJEjAZifn9DgUNMv+Ql1ridiR48ePQDQVxsf3927d7cyHBEhJ554IgAbMYaWwOgts67e5cIgyUwMqr/1u0wQiz3HHnssycnJ7K3S2VRcd6hpR5nOzjIXHo8ntPmoiB0nnnhinTlQ8qUWm3r06EGrVq2oAbYFz8sDKjB6y5jd3oXBEcnMSy+9RNeuXUlMTGTIkCH8+OOPVodka/WTGdkpO/Z4vd7QpM/lhXU3jTRPDxo0iNTU1KjHJiLrtNNO47PPPuPDDz/ks88+k/4yMUrTtNBeS5uD55l/Bw4cKKvX6rF9MjN16lRuueUW7r33XhYvXsxJJ53EmWeeSW5u7uFvHKeSk5PrnM7IyLAoEhFJZl+RlXvrfqiZp6XvSOxKT08nKytL3tsxzpzga1ZmzG89c9saUcv2yczTTz/NVVddxdVXX02fPn2YMGECOTk5TJw4scHrV1VVUVxcXOcQb+ovw/V6G9ctVjiLmaxsKHJTFewI6w/A6n2eOpcLIZzp6KOPBmAHRjfgHfXOF7VsncxUV1ezcOFCzgg2EDKdccYZzJ07t8HbjBs3joyMjNDBnPkvRKzp2LEjWVlZ+JTGpmKjGrOt1EWlXyM1NTU0UVQI4UxdunTB4/FQCewEzJ/mPXv2tDAqe7J1MrNnzx78fv+vNk9r27Ytu3btavA2d999N0VFRaHDtm3bGrxerMvOzgZ+PeQkYoemafTu3RuAzcFJwJuDG1D27t0bl6txm1EKIezJ4/HQqVMnAFYEz8vOziYlJcW6oGzKETOI6g+bKKUO2tHU6/XKsApwzz338NVXX3HqqadaHYqIoN69e/Pjjz8GKzNVoQpNr169rA1MCBEWnTt3ZuPGjaH+MuZ2NaIuWyczrVu3xuVy/aoKk5+fL1vdH8agQYOkK2gcMCszW4IVGfOvJDNCxAazg3th8LRsT9MwWw8zJSQkMGTIEL799ts653/77bfSP0MIoGvXrgDkV+jUBGBnmavO+UIIZ6s/71OSmYbZujIDcNttt/HXv/6VoUOHcvzxx/Pqq6+Sm5vLddddZ3VoQlguMzOT5ORkysvLWbPPTZVfw+Vy0b59e6tDE0KEwahRo9i2bRv79+8nPT2d3/72t1aHZEu2T2YuueQSCgsLeeSRR8jLy6Nfv358+eWXMm4oBMZ8sk6dOrFmzRoWFRhLstu3b4/H4znMLYUQTpCYmMg111xjdRi2Z/tkBuCGG27ghhtusDoMIWypffv2rFmzhpX7apMZIYSIJ7aeMyOEODxzY1FzvoxMjhdCxBtJZoRwuPq7pNc/LYQQsU6SGSEczmyqdbDTQggR6xwxZ0YIcXBDhw7l3nvvZc+ePbRs2ZITTzzR6pCEECKqJJkRwuF0XZflmkKIuCbDTEIIIYRwNElmhBBCCOFokswIIYQQwtEkmRFCCCGEo0kyI4QQQghHk2RGCCGEEI4myYwQQgghHE2SGSGEEEI4miQzQgghhHA0SWaEEEII4WiSzAghhBDC0SSZEUIIIYSjSTIjhBBCCEeL+V2zlVIAFBcXWxyJEEIIIRrL/N42v8cPJeaTmZKSEgBycnIsjkQIIYQQTVVSUkJGRsYhr6OpxqQ8DhYIBNi5cydpaWlommZ1OFFTXFxMTk4O27ZtIz093epwRITJ6x1f5PWOL/H6eiulKCkpoX379uj6oWfFxHxlRtd1OnbsaHUYlklPT4+r//zxTl7v+CKvd3yJx9f7cBUZk0wAFkIIIYSjSTIjhBBCCEeTZCZGeb1eHnzwQbxer9WhiCiQ1zu+yOsdX+T1PryYnwAshBBCiNgmlRkhhBBCOJokM0IIIYRwNElmhBBCCOFokswIIYRNbdmyBU3TWLJkidWhCBvSNI1PPvnE6jBsQZIZh8nPz+fvf/87nTp1wuv1kp2dzW9/+1t++uknq0MTEdLc13zy5Mm0aNEiskGKJtM07ZCHK6+80uoQRZRdeeWVDf5f2LBhQ4PXz8vL48wzz4xylPYU8x2AY80f/vAHampqmDJlCt26dWP37t1Mnz6dvXv3Wh2aiBB5zWNTXl5e6PjUqVN54IEHWLt2bei8pKQk9u3bF5HHrq6uJiEhISL3LZrnd7/7HZMmTapzXlZWVp3T5uuXnZ0dzdDsTQnH2LdvnwLUrFmzGrx88+bNClCLFy/+1W1mzpyplFJq5syZClDfffedGjJkiEpKSlLHH3+8WrNmTRT+BaKpDveaK6XUU089pfr166eSk5NVx44d1fXXX69KSkqUUrWv94GHBx98MErRi8aaNGmSysjI+NX55nv6ww8/VKNGjVJJSUlqwIABau7cuaHrPPjgg2rgwIF1bvfMM8+ozp07h05fccUV6vzzz1djx45V7dq1q3OZsA/zdapv5MiR6sYbb1S33nqryszMVCeffLJSSilAffzxx9EN0qZkmMlBUlNTSU1N5ZNPPqGqqqpZ93Xvvffy1FNPsWDBAtxuN6NHjw5TlCKcGvOa67rOc889x4oVK5gyZQozZszgjjvuAGDEiBFMmDCB9PR08vLyyMvL41//+lc0/wkiDO69917+9a9/sWTJEo466iguu+wyfD5fk+5j+vTprF69mm+//ZbPP/88QpGKSJkyZQput5s5c+bwyiuvWB2O7cgwk4O43W4mT57MNddcw8svv8wxxxzDyJEjufTSSxkwYECT7uvRRx9l5MiRANx1112cffbZVFZWkpiYGInQxRFqzGt+yy23hK7ftWtXxowZw/XXX89LL71EQkICGRkZaJomJWkH+9e//sXZZ58NwMMPP0zfvn3ZsGEDvXv3bvR9pKSk8Prrr8vwks19/vnnpKamhk6bc2J69OjB+PHjrQrL9qQy4zB/+MMf2LlzJ59++im//e1vmTVrFscccwyTJ09u0v0cmPy0a9cOMCaaCvs53Gs+c+ZMTj/9dDp06EBaWhqXX345hYWFlJWVWRu4CJtwvF/79+8viYwDnHLKKSxZsiR0eO655wAYOnSoxZHZmyQzDpSYmMjpp5/OAw88wNy5c7nyyit58MEH0XXj5VQH7FBRU1PT4H14PJ7QcU3TAAgEAhGMWjTHwV7zrVu3ctZZZ9GvXz8+/PBDFi5cyIsvvggc/LUXznOo96uu63Xe89Dwa5+SkhLBCEW4pKSk0KNHj9DBTF7l9Ts0SWZiwNFHH01ZWVloxvuBqySkP0VsMl/zBQsW4PP5eOqppzjuuOM46qij2LlzZ53rJiQk4Pf7LYpURFpWVha7du2qk9DI+17EG5kz4yCFhYVcfPHFjB49mgEDBpCWlsaCBQsYP348559/PklJSRx33HE89thjdOnShT179nDfffdZHbZohsO95t27d8fn8/H8889z7rnnMmfOHF5++eU699GlSxdKS0uZPn06AwcOJDk5meTkZIv+RSLcRo0aRUFBAePHj+eiiy7i66+/5quvviI9Pd3q0ISIGqnMOEhqairDhw/nmWee4eSTT6Zfv37cf//9XHPNNbzwwgsAvPnmm9TU1DB06FBuvvlm/v3vf1sctWiOw73mgwYN4umnn+bxxx+nX79+vPPOO4wbN67OfYwYMYLrrruOSy65hKysLJlEGGP69OnDSy+9xIsvvsjAgQP55ZdfZMWaiDuaqj/YKoQQQgjhIFKZEUIIIYSjSTIjhBBCCEeTZEYIIYQQjibJjBBCCCEcTZIZIYQQQjiaJDNCCCGEcDRJZoQQQgjhaJLMCCGEEMLRJJkRQjjCqFGjuOWWW6wOQwhhQ5LMCCGEEMLRJJkRQgghhKNJMiOEsJ2ysjIuv/xyUlNTadeuHU899VSdy99++22GDh1KWloa2dnZ/OlPfyI/Px8ApRQ9evTgySefrHObFStWoOs6GzdujNq/QwgRHZLMCCFs5/bbb2fmzJl8/PHHTJs2jVmzZrFw4cLQ5dXV1YwZM4alS5fyySefsHnzZq688koANE1j9OjRTJo0qc59vvnmm5x00kl07949mv8UIUQUyK7ZQghbKS0tJTMzk7feeotLLrkEgL1799KxY0euvfZaJkyY8KvbzJ8/n2HDhlFSUkJqaip5eXnk5OQwd+5chg0bRk1NDR06dOCJJ57giiuuiPK/SAgRaVKZEULYysaNG6murub4448PndeqVSt69eoVOr148WLOP/98OnfuTFpaGqNGjQIgNzcXgHbt2nH22Wfz5ptvAvD5559TWVnJxRdfHL1/iBAiaiSZEULYyuGKxWVlZZxxxhmkpqby9ttvM3/+fD7++GPAGH4yXX311bz//vtUVFQwadIkLrnkEpKTkyMauxDCGpLMCCFspUePHng8HubNmxc6b9++faxbtw6ANWvWsGfPHh577DFOOukkevfuHZr8e6CzzjqLlJQUJk6cyFdffcXo0aOj9m8QQkSX2+oAhBDiQKmpqVx11VXcfvvtZGZm0rZtW+6991503fjt1alTJxISEnj++ee57rrrWLFiBWPGjPnV/bhcLq688kruvvtuevToUWfYSggRW6QyI4SwnSeeeIKTTz6Z8847j9NOO40TTzyRIUOGAJCVlcXkyZP54IMPOProo3nsscd+tQzbdNVVV1FdXS1VGSFinKxmEkLErDlz5jBq1Ci2b99O27ZtrQ5HCBEhkswIIWJOVVUV27Zt49prr6Vdu3a88847VockhIggGWYSQsSc9957j169elFUVMT48eOtDkcIEWFSmRFCCCGEo0llRgghhBCOJsmMEEIIIRxNkhkhhBBCOJokM0IIIYRwNElmhBBCCOFokswIIYQQwtEkmRFCCCGEo0kyI4QQQghH+/95Wt854S7mQwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制按“day”取值分类的“tip”分类分布图\n",
    "sns.violinplot(x=\"day\", y=\"tip\", data=tips)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7890a58-f10e-4cb6-ade6-bc044ada183d",
   "metadata": {},
   "source": [
    "#### hue参数\n",
    "根据指定列的值显示不同颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ea0695dc-77d4-448c-9cc7-98a960eea867",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17a926c50>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 给分类箱线图添加颜色\n",
    "    # 按Sex的值进行颜色区分\n",
    "sns.catplot(x=\"day\", y=\"tip\", data=tips, kind=\"box\", hue=\"sex\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "035c830d-0f02-4c72-9e32-b0df17aa5a0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17ac41390>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 给分类箱线图添加颜色\n",
    "    # 按Sex的值进行颜色区分\n",
    "sns.catplot(x=\"day\", y=\"tip\", data=tips, kind=\"violin\", hue=\"sex\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cecbbc50-1d3b-4b98-a2e7-3ed5ba5b7c8d",
   "metadata": {},
   "source": [
    "#### inner参数\n",
    "设置violin图的内嵌图形式，默认为箱线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "37d5da96-ea12-475f-b28c-4efe2ef568b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17acc9650>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置violin内嵌图为四分位图\n",
    "sns.catplot(x=\"day\", y=\"tip\", data=tips, kind=\"violin\", hue=\"sex\", inner=\"quartile\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5344fb9b-bc07-4929-8ed3-69742b8e7923",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17adf9fd0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qiEyQSCKIyoNEEpFUPzHfRFKiMHLiia21tRV33nln0ra6ujq0trbatCIiHYnvn3A4bONKCIIoFCSSiLLo8CoWTo8kAcAVV1yR9HtVVZVNKyEykSiMnCi4CYKwDokkYl6LpMQTm1Ov/slxuzwoh/cSQRDWIJFEzGuRVA51JKkiiXySnAmJJIKoPEgkEY6vyykm5VBHQgNunY8kSUn7Zb59jgiiUiGRRCSJJKfW5RSLcrj6ZydfgdMiSJRucx6hUCjj7wRBlCckkoiyKF4uFoknM+eLpOTfCeeQ+t5x6nuJIAhrkEgiyqIup1iUQ7qN1SCJvJr0O+EcSCQRRGVCIokoC6FQLBIjSU5NkbD0GoskUbrNeVC6jSAqExJJxLz2dymvmqTk3wnnQJEkgqhMSCQRZSEUikXiFf/s7KyNK0kPS6+xwm1KtzkPiiQRRGVCIokoi5RTsSiHwm093cYn/044BxJJBFGZkEgi5q1IUlW1LP52vXCbIkmOhdJtBFGZkEgiykIoFINIJJJU3+PUv12vSYp9WlVVJaHkMFJTtU5N3RIEYQ0SSURZ1OUUg9SrfceLJG7uNsIZsPdSjUtJ+p0giPKGRBKRJIzmk0gqlzqSVMftxG2EM2DvndqYSHLqe4kgCGuQSCIwMzNj+HOlU24iSaRIkmNh7506lyZk59PFBkFUMiSSCASDQf3n+SSSyqXYNrUmKXEb4Qz0SJKb0m0EUUmQSCLmfSRJ5UUAzr36T/VJStxGOIN4uk3bL+FwmIQsQVQAJJLmOaqqJkWSpqenbVxNadFFkugBoEVnJEmyc0mGpI4lSdxGOIPUSBJA0SSCqARIJM1zQqFQ0hVvomCqdOIiyatvc2I0Sa9J4qlw26kwQcQiSYnbCIIoX0gkzXNSI0fBYHDenIDZnDpVcENN2eYkWGqN5+ZuI5wBE9xeQYWLp+JtgqgUSCTNc5hI8ghxN+f5UpekX+nzAhCrS3KiSGKptakoB8TkHKXbnAUTSR5B1T9LFEkiiPKHRNI8Z2pqCgDgdyv6FTDbVunokSRegMoLAJx5Yjt48CAA4PC4W982X6J95QITSYMzvD4+xqmWEgRBmIdE0jyHRZJqRBXVopq0rdLRo0acCHBC8jaHMDQ0hO3btyds0XJuIyMj9iyIMGR4eBgA8P+d8mEioh1WnSi4CYKwBomkec7k5CQAoNql6CMV5kskKRqNAtAiSYhFktg2p3D+/HnD+qO+vj4bVkMYMTQ0lCJaNSE7ODhoz4IIgigYot0LIOyFCaIal4qIrJ2MmXCqdOKRJB6qQyNJnZ2d4DhujlBqaWmxaUVEKufPnzfc3t/fX+KVEARRaCiSNM8JBAIAtMGcNa75JZL0qBEvADyfvM0htLa2YsuWLQlbtH3U0NBgz4KIOXR2dhpur6mpKfFKCIIoNCSS5jlMENWIqp5uY8Kp0tHTbRwPcM4USQCwfPlyAMDG5giqYp1TVLjtHFpbWyEIQsIWbR95PB57FkQQRMEgkTTPYYIoKHF6V858iSQxd20uMqOns5zsuN3klSHyydsI+1EURd8ff712Ehc3aSlbp6VuCYKwDtUkzXN6enoAAM+fqwK7Ap6YmLBvQSWE/e3usZO6maQTRRKLGvFc3FCSIknOIVEMrW2MYs+IZtVA3W0EUf5QJGkeMzQ0hN7e3oQtnL690hkaGsL+/fv135mZ9fj4uD0LyoAukhD/wJJIcg6JYsjFA25h7naCIMoTiiQVkXA4jIMHD4LjOFx44YVwu93ZH1RC0nXljI6Olnglpaec/vbkSBLVJDkNJoYEToXAQzdlJZFEEOUPiaQi8q//+q/4/e9/DwC47bbb8Dd/8zc2ryiZBQsWGG6fDzOn0nUk1dXVlXgl2WH1Ljyn6uk2qklyDizdxsSRO/adapIIovyhdFsROXXqlOHPTsHr9Sb9ziFeuF3pA1RbW1uxZs0a/Xf21zqxbTsukkAiyYGwiJE7djR18cnbCYIoX0gkFZHEVnonttWPjY0BAKoEBQ9sCOCfLp8AoLXBz4fRJO3t7QCASOsaSHVaZMmJaaxEkSRwNODWabCIkTtmz8C+UySJIMofEklFJLEI2IkFwWxNDR4FaxoktFcr8ApK0m2VDIuWKV4/ILi0nx0skgRO+wKcuc75CosYpabbKJJEEOUPiaQiEQqFkmp7pqenHWdUyISQ3x1PrbGfWZSpktGFBsfp25yYZmTrFKgmyZHEa5KQ9J0iSQRR/pBIKhKsS0rlBM3RGc4THmyNfk88KlHvnn+RJA0u7f3sJjndlrxtviDLsiMFLJBYk6Stj7rbCKJyIJFUJNhUcNXtg+qqTtrmFJhoY8IIiAsmpwm6YhA/6XK6RnLiiZgZXCZaADjR9LJYvPDCC3j3u9+NP//zP3fk302RJIKoXEgkFYnh4WEAgOKuhuLWRJLTTBr1SJJ7biTJaYKuGBgJIieKpHhNkjovI0lvvvkmotEoTp48iYGBAbuXMwcq3CaIyoVEUpEYHBwEAKjuGqjumqRtToGJpIaEdFvDPIok6XAcWCjJ2SIJEObh7LZQKKT/7EQPr3TpNhJJBFH+kEgqEuyKV/HUQImJJKddBbNoUX1iTVLsZxYJI+yHpZhEPm4B4MS0U7FIFEZOFkkszeYmnyTHMjo6ihdeeAFnzpyxeylEmUCO20Wiv78fAKB4asGpmvBwqkhKiiRRus2GlWSGCaLEdJvTOiWLyczMjOHPTiGd4zaJJOfx5S9/GUeOHIEoivjd734Hj8dj95IIh+P4SNL58+fxsY99DE1NTaiursbFF1+M3bt3272srPT19QEAVE8tFE8tgPTzwuwgGAzqV+WNBpGk+SWSON0GwMkiSeQBkZ9/ZpLBYNDwZ6egp9titUgugUSSU2EXqpIkYWpqyubVEOWAoyNJ4+PjuPLKK3Httdfi6aefRmtrK06ePIn6+nq7l5aRSCSSkG6rA2KRpL6+PkiSBFG0/9/O0mnVooJglMfJSR7tVYoumGZmZhAMBuHz+excZlFhgkg12OYkWNRovkaSEt3fnegErxdup6TbqCbJeSTWtyX+TBDpsP9snYF/+qd/QldXFx5//HF925IlS+xbkEn6+vqgKApU3gXVVQUAUHkRsixhYGAACxcutHmFcZHk4VXct6MeKjhwUHH36iCqRQUzEo+RkZF5IZI0yiWSlLxtPuB0kcROtqnptmg0ClmWIQiCbWsj4iiK4vgmAMJ5ODrd9utf/xqbN2/Ghz70IbS2tmLDhg344Q9/mPEx4XAYk5OTSV+lhhUFKlV+LY3Dcdroi4Tb7IbZEYxHeKhMIIDD40d8qHNp0SSndeMVmiTHbQen21jUSORUiJyatK3SCYfDSSc2J85ATE23se+JtxH2kxo5cmJ9G+E8HC2Senp68IMf/AArVqzAs88+i7/8y7/EX//1X+O///u/0z7m4Ycfht/v17+6urpKuGKN06dPAwCUqgZ9m1JVn3Sb3cQ9m5KdphVwqHapKfepTBJrklQHR5KYIDoXFCCpydsqnVRR5GiRlGImmXgbYT+poogiSYQZHC2SFEXBxo0b8a1vfQsbNmzApz/9afzFX/wFfvCDH6R9zAMPPIBAIKB/9fb2lnDFGqdOnQIAyN56fRsTSew2u4kLoGRRwENFW5Wccp/KJDmSpP3oxIJoFg39P8dr8NqA1o1DIsk5pEaSeC6eeqO6F+eQWvTvxCYAwnk4WiQtWLAAF1xwQdK2NWvW4OzZs2kf4/F4UFdXl/RVak6ePAkAUKob9W1ylfbziRMnSr4eI1gqbduCMPiYUOKh4pOrg+j0zY90my6IOF77gvNE0tDQUErKWFNzExMTtqyn1KTOEHTiTEEmkqIycGhcxFiI1+uSqHjbOaTWszmxvo1wHo4u3L7yyitx9OjRpG3Hjh3D4sWLbVpRdmZnZ3Hu3DkAqek27eezZ88iHA7b7s/Buu+ubA/jA0tnMTjLo61KQaNXwY4BN4D5JJI4sOsFp4mkdLYR800kqYIbnBxxpBM8ixb95LhPb4CoFimS5DRIJBG54OhI0n333Yc33ngD3/rWt3DixAn89Kc/xWOPPYZ7773X7qWlpaenB6qqQhGroMZmtgHaoFtF9EBRFNtTboqi6N1tTV5NGK1pkNDoVfRtwPwRSWpCJMlpXWOdnZ2G2+0W2aWCjc6Rq5sAaKJJT5M6BHayTWyACErazySSnEOqLxL5JBFmcLRIuuSSS/DLX/4STz75JNauXYtvfOMbePTRR/HRj37U7qWl5fjx4wAAxdeYfAPHQYkd6Nl97GJsbAzRaBQ8pyYZSTKaYyJpaGjIcZGVQqKnQjgBKq99FJxW69PS0pL0O8dSo7yjP7oFg4kklrqWJMlxdUnGtS0kkpxGqiiyo/OZKD8cnW4DgPe85z14z3veY/cyTHPs2DEAgFzdPOc2uboJ4mSffh+7YBGiBreiD0xNpMGjQOBUyLKM0dFRtLa2lniFpUGPGiVEkpwmkhJrWu5fN4lz0wJ+3uObN7UuLOKpeGqhiF7wUggjIyNoaGjI8sjSYRx9VAFw1EHlIFJFEUWSCDPMj8vREsJqqBTfXJHEtqXWWZUaNleupco4bcFzQJPHmfPmCgkTGiovALxm+OdkkbS2MaqPjZkvreVMJKnuaqhuX9I2p8D2EZfQALHQp0VgKZLkHFgEknXvzpe6PiI/SCQVkFAoFG//NxBJbFtPT4+tkQAmfJq96VNpzbEDCRNUlYguNHgBKicmb3MI7CQrcCpEHvAIydsrHRb1VNw1UGIiyUm1cokuzg9dMoEHNgTwyJYJLKjWPj8USXIOrAmg00ciiTBPzum2Xbt24fDhw+A4DqtXr8bmzZsLua6y5Pjx41AUBYqrCqqres7tqrsGiuiFJIVw8uRJrFmzxoZVxoUPqz0aC/EYmI3Nbotta/FWfiSJCSKVE/VIktNEUtyoMNnN2WnrLAaRSLybTXXXQHXXAHCWSAqHw7oB6YJqBR5B+9x4Y/uJXJ2dAxNFC30S9oy4SSQRprAsks6dO4ePfOQjeO211/RBsxMTE9iyZQuefPJJWxyuncKRI0cAALKvRR9zkQTHQfE1gw+cw5EjR2wXSS1VCrb3efCjI76k2W3bOsJ6Kq5SI0mqqsajMYIIVXABcF6Ehq3HHYsgeWJiaT5EKJiZqcqLUEUPFI/zRBITQRxU3XEbALzi/NlP5QKLJC2q1SJJU1NTiEajcLlcdi6LcDiW02133303otEoDh8+jLGxMYyNjeHw4cNQVRX33HNPMdZYNjCRZFSPxJB9WrfS4cOHS7ImI1h0yMMrukACtNblHx3xYSzE66m4ShVJbPgooJ2EwWvXC047qTGR5JmHkST2PlXcNQDHQY2JJCe9J9n7xSOoSddFLJLktPfTfIZFJRdUyxBiMxCdaE5KOAvLkaQ//vGP2LFjB1atWqVvW7VqFf7t3/4NV155ZUEXV24w4cOEkBGsLskukSTLsn4lPhmND7dlqOBwPCDqkaRKTbclnbwElx5JctpJja2HRSbm08mXiSHVUwsAUNzadye9J1n7f5WQvJ3tJxp94QwikYje3dbgUeB3KxgLCxXdvUsUBsuRpEWLFhl2AEmSlNb4bj4wMTGBvr4+AMZF2wwlJqB6e3ttaUEdHh6GLGtXUj4xnSmfipZYJGl4eNhxHV+FgKVJVF4EOB4q70ra7hQSIxUA4BWSt1cyTCSxNBv7PjEx4Zj9xNZRlfJZqhKpJslJML8tkVPhE1W9S3RkZMTOZTmaX/ziF7joootQVVWFpqYmXH/99brof/zxx7FmzRp4vV6sXr0a3//+9/XH3X333Vi3bl18XE80ik2bNjna3zATlkXSP//zP+Ov/uqvsGvXLr1gcdeuXfj85z+Pb3/72wVfYLmgt/576wAxvRuy6vJCiV0Z22EFEO9sU7CqXkbqgFsOKlb4ZfjdKly8muTOXUnoLsmxCJIquJO2O4VUkcS+S5JU8V5JcZGkfV4gevT95JRokh5JEpM/R+x3iiQ5AyaGGjwKOE77nridSKa/vx8f+chHcPfdd+Pw4cN4+eWXcfvtt0NVVfzwhz/El7/8ZXzzm9/E4cOH8a1vfQsPPvggnnjiCQDA9773PQSDQXzpS18CADz44IMYGRlJElLlhOV021133YWZmRlcdtllEEXt4ZIkQRRF3H333bj77rv1+zpxzlKxMJNqY8i+ZvDhKRw+fLjkXYF60bZXRqNXwT2rg3MKt1mHW7NXRv+MiP7+fnR0dJR0ncUmLpJiglbUTr7BYFCLtAlCuoeWlHg6JzndBmhRCrfbbcu6SkE83Vajb1M8tRBmRtHX14fu7m67lqaTTiRVzzORdPDgQbz11lvo7OzEjTfeaPdy5sAu9NiEAfa9Ei8AC0F/fz8kScLtt9+uz0q96KKLAADf+MY38J3vfAe33347AGDp0qU4dOgQ/vM//xOf+MQnUFNTg5/85CfYtm0bamtr8Z3vfAcvvPAC/H6/bX9PPlgWSY8++mgRllH+JHW2ZUH2tcA1dsreSFKs5mhbRxgXNUaTBtwyWrwK+mecc9VeSPSIUSwywSIUgHZiq6urs2NZc2DpGnbSFXjNDiCicJiZmdE7TCsRlr5WPPF9wUSSU4q3mQiqTo0kzbOapL//+7/XozLLly93hIBNhHVKsuMbE0lsO5HM+vXrcd111+Giiy7CTTfdhBtvvBEf/OAHIUkSent7cc899+Av/uIv9PtLkpQkgq644gr8r//1v/CNb3wDX/ziF3H11Vfb8WcUBMsi6ROf+EQx1lHWqKqqC55M9UgM1v3GhFUpYUXbzQliqNGbLI4YTEg5qeW6UDD3XZWlRnkBKi+CUyRMTk46RiSxk6w34SRcLaqIRLiKPgEHg0G90FZPtyX87BSRxMR2lZASSXKpSbdXMoqi6DU/gBadcaxI8iQP8SaRZIwgCHj++eexY8cOPPfcc/i3f/s3fPnLX8ZvfvMbAMAPf/hDXHbZZXMew1AUBa+99hoEQbB9Vmm+mKpJSpx5Mzk5mfFrPjI8PIzx8XGo4PRBnJmQq5ugQsuHJx5cSgGLCjVlcNtmMBuASowksfeqmlA/xn520vs4Nd0GxFM7lXwC1uuRRA8gxH1sVIeKJJ/LON02PT2t125WKsFgMOlvdOJMtPjFoXZMYyKpEi8ACwXHcbjyyivx0EMPYe/evXC73XjttdfQ2dmJnp4eLF++POlr6dKl+mP/5V/+BYcPH8b27dvx7LPP4vHHH7fxL8kPU5GkhoYG9Pf3o7W1FfX19eAMjBJVVQXHcRU9NT4detF2Vb3ut5MRwQXFWw8hNIFjx47hiiuuKO4CE2BXTs0GkaNU2Py2SjyQzIkkAVBFLxAJOmrKvNFJuFpUAAgVHUnS65HctUnbFYd5JTFBkNopyn6PRqMIh8Pwer0lX1upKIfBsYkNK9r3ePcuq6kl4rz55pt44YUXcOONN6K1tRVvvvkmhoeHsWbNGnzta1/DX//1X6Ourg4333wzwuEwdu3ahfHxcdx///3Yt28fvvrVr+IXv/gFrrzySvzrv/4rPv/5z2Pbtm2OizCawdQ748UXX0RjoxYhefzxx9HV1TWnsFVRFJw9e7bwKywDjh07BiCziWQqiq+p5CJJURRdJDEBlIlKTrexkQSqq0rfporepNucgNFJ2BeLUjjxZFQodCPJhKJt7fe4VxK7MLMTff+kRJK8gjZvT1Y5TE1NzSuR5KSLDEC7gNdHMcWOaax7Nxo7JlZaY0q+1NXV4ZVXXsGjjz6KyclJLF68GN/5zndw8803AwCqq6vxL//yL/i7v/s7+Hw+XHTRRfjCF76AUCiEj370o7jrrrtw2223AQDuuece/O53v8PHP/5xvPLKK45pijGLKZG0bds2/ee7775bjyolMjo6iuuvv35e1iydOHECgJZGM4tc3QTX6En9saVgfHwckiSBg6q3wGaiMaFN1kkdX4WACSFFjJ+8VJf2s5MO8oaRpHlQ78JEkpoiktTYkNtQKIRAIGB74ToTCDUpIonjNDE7GdVEUktL9oaOciX1osJJnx9A20esAYJFkHhOiyr1zwjo6+sjkZTCmjVr8Mwzz6S9/c4778Sdd95peNvBgwfnbHvqqacKtrZSY9knKd3V2/T0dEVfLWWCFaaZqUdiKDFBVcqiNhZFqvcoEEzs+Xq3Ag4qJEmqOPt+9vcwYQTEI0lOsq5gkYrE7ikWSXJS7VShYe9VxZ0sksCLUGLRPycU3bJ9kNrdBgA+l3aR4TTRUGhSRZKTIrFAPDVb71bgSbjOa62q3JpLonCYTsTef//9ALRirgcffBDV1fEp97Is480338TFF19c8AU6nUAgoLe+pkaSuEgQfGgSirdOvwJmyDFBNTAwgOnpadTUpJwMikCqV0g2BF4zXRsLCxgeHkZzs/l0otPRp8u74u9jJfazkwQhO8EmRipqYiffShZJLMU7RyQhFk2KzmJwcBArV64s9dKSYPun1jX3M8X2WSXvJyDhsxTrDnXSRQYAnD9/HgDQUpVcL8tEErudIIwwLZL27t0LQIskHThwIMnEzu12Y/369fhf/+t/FX6FDqenpwdArFYioQvHNXwMntOvgYMKFRzCS65EtCXhgC56oLh94CNB9PT0YN26dUVfKxNzZkUSEBdJleRMq6pqvCYpKd2mRSiccpCXJEmPJEmKikPjItqrFNTGTr6VHKFggl51++ZcbChuH4TgiO3vSVVV06bbErdV8n4C4iM/5OomiNODJe/YzQYTQe1zRJKSdDtBGGFaJL300ksAgE9+8pP413/9V8f4yNgNE0lyVYO+jYsEdYEEaKM+PKdfg+TvTIooKVWN4CNBnDp1qiQiiZ14UuuRxkI8BmZ5tFfN9UtqqEBn2kAgAEmSAKQUbsd+dspBPl6YreKrO+t1V/SrF2gzkSr15CtJki5ihal+eHp3Jl1sqC7tM2S3SGLu7IBxJIltc1r6qdCw/aD4moHpQYyMjDiiqJ7BRFBbdfI+aqNIEmECy32P5ex3UAz0SFKCSOJDk7pAYnBQwYcmISeIJLmqHmKgV3+OYsMiJPUJIml7n2fOWJJtHWH99nq3mvTYSoD9LYroBfh4kQJLvTnlb008uarg9O+v9Hvm3F5JjI2NQVVVqIAukID4xUakfS0A+8Us+/97BRVug56GOvf8iCSx2jA2bSAUCmFqasoxF9K6SEqJJLVVx0WSk0Qd4SwsF24TyZw+fRpAskhSeRGpwXc1tj0RVujNnqPYsJNKvVsTSWMhXhdI2ho5PH7Eh7FQ/G3BBJXdJ6RCwv6WxCgSAChu7ffJyUl9grWdxGujkg/ebH85qXaqkOg1LoLH8GKDYfd7kokkoyhS4vZKFbMMvX7MW6d3izrJNuTcuXMA4qKI0eJVwHMqQqGQ7VFJwrmQSMoDVVUNRRKnSEi9JuFi2xNRvPUAgFOnTpXElZedfNgV7sAsr59w9TWBw+Bs/G3hZ4LKIdGVQsAOiIlF2wAAwQOV00ICTvh74yLIWCgkpg0riUQPq9T3pwpO/9zYHaFh+6fObSyS2PZKFbMAEA6H9b9P8dTqlg1O6RibmprS30+pNUkirwklAOjt7S310ogygURSHoyMjGiW/OCgeBOGcHrr0hzck8PPSpUfKrTIRSkOpOw1WCTJy6tIPQEDKjx8fJu/Ag/0eg2FuxpcJAhhsh9cJAhwHNRYNMkJV5ZMqHXXSkkpp7tWBbUaHVW1XSgUA10kuau1GqTYdhVAeMmVmrM97H9PxkWStsKegICnz3rQE9CEtj+2vZIjSbqfFe8CBLfejegUkcQMjhs8MrwGxSXtsegSiSQiHeTFngdnzpwBoImipNoWtw9S0zKIoyfAQTu4S03L5tgAgBehemrBhadw5swZ3dW8GMiyrB+s2RVuSOGQmsoBOISV+La6Co4kcdFZ+Pb/PKkoWHFVgw9PO0okeUU1SSjwnHZiDkQ4jI2NoanJvIlpOcAK1lXRC2Eq+WQrTA1Aqm1Pup9d6CLJpeCxQz68OuABYp/4re1hvHtRCEBlfXZSYfU+ircW4Dgonrqk7XbDxM+CauNo34JqGftHSSQR6aFIUh7oqTavP2k7FwlCHD2pyw8O0H6PzJ21xVIHTHAVi8nJST2lx1rIR2aZhEtExfBsgkhKaGOulEGdTACJgXNzioLZLDcniCTWUXho3AUkvJseP+LT610qqeuQoQ8fVmT9QgNgn6MT4MKa03goFEIkErFnkUionVLVBIEEABxeHfBgIlbWVqlpUSBBJMXEkRqLlrM6ILth4qe92nim6AKHRZJkWYYkSSX7qoRZq0uWLMGjjz5atOenSFIe6JGkWPifYba7TX9soLfoIold9frEuNt2z2TiyTe+0lOTLlzdEQUA1LrjgzqDwWBJTC+LDRMWc/9yFYjVJDlBfMSF2ty6Ma+gptyncmCDezk5YljbJ8yMJt030bOtlLDC8RmJh9G76fy0CJ5Toaja568SR5MwccEuFFlJgVNEB0u3dWQRScU+/ppBlmXc/sEPITBeusijv6ERT/3i/5oeOXXXXXfhiSeemLP9+PHjWL58eaGX5whIJOUB+wCyaBCD1SQlCiWjmiRAswEAit/hxmpXWP0EAKxviuDFPi+SD/Aq1jXFr849AuDmVUQUDoFAoCJEkl64jdS/nIPsrYcLzhAfcTGnJtW48VDRWi3jxKTLEWKu0DCRpHj9UKf6U/YRINe26+7OwWAQDQ0Nhs9TbJhIWuaPYteIG6nvplX1EvxuBeNhAaOjoxUpkuLHwLrYd00sDQ0NIRQK2T6qiq1vQRqR1OHTtg8ODiIcDsPj8ZRsbamoqorA+BimNv4ZwJUgyaMqwJ7/tpwhePe73z3HCqgS39sMSrfliKqqOHXqFIDkzjZAq0nSCk7jrfXhJVfOrUlC6dJtRuMTNrRIWF4nAQkVL8vrJGxoSU4NsLqkSihAjUajelQt3HXp3H1Ure1Lu8WHqqq6UPtg9wz42D7ioeKTq4PoqK7cdNvs7CwAQK2qh9S0PKkeS2paDqWmBWrM3Z7d1w6YSFrdIGNrexiJn6Ot7WF0+2U0xC5K7LYrKBbxaLr2uVFFLxTRA1VVbY8mSZKkpwOZGEql1qXCJypQVVUXVLbD8QBfgq8chZjH40F7e3vSlyAI+M1vfoNNmzbB6/Wiu7sbDz30UFKameM4/Od//ife8573oLq6GmvWrMHrr7+OEydO4JprroHP58MVV1yBkydP6o85efIk3ve+96GtrQ01NTW45JJL8Ic//CHj+gKBAD71qU+htbUVdXV1eNe73oX9+/fn9LcCFEnKmYmJCa3OB3NrkgAg2rISkr8z7ew2BkvVjY2NYXJysmgGbHGRlHzV8NXNk9g7LOLtUTfWNUXmCCRAG68wErK/5boQjI6OakaFHI9o24WQGpcm7SN+WjPGs3t46sTEBMLhMDiouHlRCFe2RzA4y6Mt5oq+Y0BLMTnJj6ZQhEJawbMquBDqvhp86xoI04OQa9qg1MSuWGOeY+y+pUZRlCTfsU9dEMT1nSEcC4hY6ZfQ7ddOyvUeBZhyRmSy0ExMTMTb/9kxkOOgVDWAnxrAqVOnsGLFCtvWd/78eUiSBI+gph3FxHGagDoe4HH27Flb11vOPPvss/jYxz6G733ve7jqqqtw8uRJfOpTnwIA/P3f/71+v2984xt45JFH8Mgjj+CLX/wi7rzzTnR3d+OBBx7AokWLcPfdd+Nzn/scnn76aQDA9PQ0brnlFvzDP/wDvF4vnnjiCdx22204evQoFi1aNGcdqqri1ltvRWNjI37/+9/D7/fjP//zP3Hdddfh2LFjOTVHkUjKERZFUj11gGD8b1Tdvjk1SHMQXFDcNeAj0zh9+nTRxpPoIsnA02VDy9zoUSJ1FTTNnIkf1e2Ltfwn7yPmnTQ6OgpFUcDz9gRbWQt1g0eByAON3uSRMU2xn53Sal1IdCPPWH2YUtMSF0cxmDGrXYXb4+PjkGUZHFTdJqPbL+viiFGJY30YeiTdU5M0t1KpqgdiIslOElNtmcy0O6plHA+4nBNJcji//e1vk8oubr75ZgwODuJLX/oSPvGJTwAAuru78Y1vfAN/93d/lySSPvnJT+KOO+4AAHzxi1/EFVdcgQcffBA33XQTAODzn/88PvnJT+r3X79+PdavX6///g//8A/45S9/iV//+tf43Oc+N2dtL730Eg4cOIChoSE9dfrtb38bv/rVr/CLX/xCF25WIJGUI+wAIKcUbeeCUtUAPjJd1EG3RtPkzVJJgzrZyUpJNZKMobqroYKDJEkYHx+3rb2eiZ9mr/EVMDPBGxoagiRJEMXK+SjrwofPUEwaE1B2iSQWGfK7VYgZdHQliySWFpGrkq/OldjviWkTO2CpwHRF2wyWinNC8XY5cO211+IHP/iB/rvP58Py5cuxc+dOfPOb39S3y7KMUCiEmZkZVFdrx9vE81tbWxsA4KKLLkraFgqF9KxKMBjEQw89hN/+9rfo6+uDJEmYnZ1NK2h3796N6enpOcft2dnZnN+PlXNkLTHsH55aj5QLclUDxEBvUQ8q2UYoZIJFnypJJKVLf4LjobqqwEVnMDw8bJtI6u/vB5BeJNV7FAicClmWMTw8jAULFpRyeUVFHz6coWZCjUX47GqtZxHJdGkcRqNHOwFXskhi45UYcuz3EydOlHxNibBmmMR6JKNh3kxElWo8VLnDRFEiiqLgoYcewu233z7n/onF+y5XPOLIZuUZbVMUbd/87d/+LZ599ll8+9vfxvLly1FVVYUPfvCDaS+OFEXBggUL8PLLL8+5rb6+3twfmAKJpBxJd4DIBaUEBxXdSNJAJBkdOBKpq6AZVOzkpmRIg6puHxATSatXry7V0pKITy43vgrmOaC1SkH/jIC+vr6KFEmZI0maSIpGoyVY0VyY6Gn0Zo5SsM9TJYqkY8eOAQCU6uQLCaWqASq0OsvR0VHbLjT09v+YSEo3zJvdfu7cuYqLypaKjRs34ujRowW3AfjjH/+Iu+66Cx/4wAcAaDVKmcTsxo0bMTAwAFEUsWTJkoKsgbrbciAajaKnpwcAIFfnfwBgIqmnp6doV8Z6JMmdnG7b3ufBfTvq8Y97/bhvRz22981tgWWPsXsMRCFIqkkCkseSxGACys7ibX0oZ1X6k3BrlZx030qBXUXO9R5KICaS4vctLbpIyhJJakpIt1WKGSug1Y2xk9WcY6Dg0rt2mZAqNYqi6CKp0ydlHObd5FXg5lVIkoS+vj5b1lvufPWrX8V///d/42tf+xoOHjyIw4cP42c/+xm+8pWv5PW8y5cvx1NPPYV9+/Zh//79uPPOOzN+5q+//npcccUVeP/7349nn30Wp0+fxo4dO/CVr3wFu3btymkNJJJy4PTp04hGo1AFN1RPbd7Pp3j9UHkR4XC4aMWD8eG28TdYpgNHIpU0v02PJHlq4Bo+Bt/+n6P66NPw7f85XMPaAV11gEjSI0lV6Q8ITEA5ZQREodBdgDNV28bes3Y5BrOuwqY06VAGq0lidRaVQk9PD2RZhiJ6ja1NfJpwskskDQ4OIhQKQeBUtHqVjMO8ec5hdUmqAigl+FILd4Fx00034be//S2ef/55XHLJJbj88svxyCOPYPHixXk973e/+100NDRgy5YtuO2223DTTTdh48aNae/PcRx+//vf4+qrr8bdd9+NlStX4sMf/jBOnz6t10BZheKKOXD48GEAgOxrynIgNwnHQfY1Q5wawJEjR9Dd3Z3/cyYgy7JeT+RPEEmZDhyJabe6CowkgePhOf3anLEkkr9TH9Jpl0ianZ3VC4PTpduA+KiFSo0kZapJQkrtQqlh741sIsktaOnqySiPwcFB+P1z7ULKkSNHjgCIiSGDY6Dsa4Zr9KR+v1LDLjbbq2UIPNBepRiasrKLkI5qGaenRJw5cwZXXXWVLWvmOA7+hkZgz3+X7DX9DY16HZAZfvzjH6e97aabbtK71IxIjaQuWbJkzrZrrrkmaduSJUvw4osvJt3n3nvvTfo9Nf1WW1uL733ve/je976Xdi1WIJGUA4cOHQIAyL7Wgj2n7GuBODWAgwcP4pZbbinY8wJaqk1RtINEXUJ3W7YDB6M+YcitqqqWPlROIhwOx+uqFDnt6Bh2ZWyXBxE7wNe5lIzdiB0OGqlQSMylpTgL9y08eiQpS7oN0ITUZJTH0NAQVq5cWeyllYT4haKx0zLbfvjwYVuOGezE2RmLEDV6Fdy9OojHj/iggNNNWfXibQdEkgRBwFO/+L8lfU9zHGd6JMl8hURSDrzzzjsAALmmcCJJiT0Xe+5CEk+1qfrcNiD7gYPBok+SJCEQCOTcJWA37MSm8iKU6qa0o2O46GzS/UuN3rqcxiWYwW7v7++3faRCIbFykrBDJEmSpBtJNmUp3AaAZq+MU1NiRRl/xi8UjUWSUt0EleMxMTGB/v5+dHR0lHJ5hu3/2zrCuKgxmmTKyuj0SUmPswsSLM6DRJJFRkdHce7cOW2GVAFFklyj5UvPnDmD8fHxgs6jYqmBBoOr3m0dYXT5pDlOwYmIfDxlMDw8XPYiSXHXQPXUILzkSj3lljQ6JpbmGR0dRSQSKfkA1dSunHT43SqqRQUzklaXVOg0rV3EhU+mwu3U+5aO4eFhKIoCkVOTZiGmg52MK0UkTUxM6CnetMdAXoBS3QQhOIyDBw/aJ5JSPkOppqwMJqbOnj1rq4ks4TzonWCRffv2AYh1pImFu3JXXV7IMc+lfObMGKHXTxiIpO19Hjy024+fnqjBQ7v9ht1tQPxAb/e4jnxgBo2qR6s5irasRHD9HZhZdTOC6+9AtEVLhaiiV3d0tuPvZUal2UzwOC5+H7vdjUtNai1dKWHvoyavAt7EMloqzB394MGDAADZ6894DJSLGB3PhKqqpqOxjNYqzXcsFApVjJglCgOJJIuwNkK5rvBXRnKd5nWze/fugj5vvMg0+YBhtrsN0FIGQHkf6NnalYSORNXtg1y3ILlDh+O0UQuImzqWEmYvsagmux1EV42c9Bii+LCTaLOJVBsQ/9xVysn3wIEDAAC5NnO3EIuOv/3220VfUyJjY2OYnp4GBxXtGSw0EhH4eCMEjSchEiGRZAFVVXWRJNV1Fvz52XPu3LmzoGkE1iLemlKQnam7LZWW2GPtEA2Fgq2dda9lQnVrQqrUojAYDOrrXFiT/QDfFRNSdo+AKCT6e9+hDQJxkWSus665wtJtLNLNRFA6mIg6depUSe0PWBSptUqB20KJDyvyJudtIhESSRY4efKkZgrHi1mvonJBrm2HygkYGBgoaAEhM0hrSbmqYt1tiRh1twFAa+xquJzN1tjaVW92bysWbSr138vSZg0e2dScPRZJqkiRZAI7LAByFUkTExMIhUJFW1cpmJmZ0b2P5Nr2jPdVXVVaSg6ljSYZjSMxQ6V2ixL5QSLJAjt27AAQS4vxRah5F1yQ69qTXitfFEXRiyxTQ8+suy3RK8iouw0A2qq1bb29vQVZlx0wwaOYMABl9ym1USMbTdNlIoqUeL/h4eGKmK0HON8CID582Nw+8rlUVAmVEU06cOCAZiLprjFlpCvXaiUEe/fuLfbSdPTGhyw1fakwUUXpNiIREkkWePXVVwEAUv2ior0Ge272WvkyMjKiO8+2pHFvVlO+G8EOOGwSc7kxOTmph/wVT13W+yte7T6lFknsKn1Jrbn/cbWo6s7bx48fL9q6SompdBtnv0jKZiSZSHOFFG+zxhVWP5kNdtFXSpFktWibkRhJqqQRMkR+kEgyycDAAI4dOwYVXJFF0mKo0HxICtFZxdI3bVUyxJS9zQq3463W6Qu3GzwKvIICWZbLMprEommKqxoQXFnuHRdJ586dK2lKJy6Skg/wPQEBT5/1oCcwt8hicUxQVYpIMjW7DfY4biuKon8uzabbgLigKneRFK/JTG5cMZqBCMQjST09PbpfW7HJVSS1V2sGs1NTU7ZNF5BlGZIklezLrrE+gJYW5ThOF95OhXySTPLyyy8D0IoRVVdV0V5HdVdDqWmFMD2E7du340Mf+lBez8dEklERsNmxJIB24b7QJ+PEJI+enh4sXbo0r3WVGibsmPjJhuquhcpxCIfDGB4eznnujxUikYi+v5YkdLY9dsiHVwc80ISBiq3tYXzqgvjJaEmthLeGPLbNySo0pma3cfbMbhsdHYUkSeA51dB3LB2VULw9MTGhp4MTI0mu4WNz/MZ0Ow1XFeTqRggzY9i9ezduuOGGoq5xampKF2NW021uQbNrGAoJOHPmDBobG4uxxLTIsow//dDtGBkrXdq8udGPn/3fp0ybWN5111144okn8OlPfxr/8R//kXTbZz/7WfzgBz/AJz7xiYzjS8oNEkkmYfNjpMbii4NoYzeE6SG89NJLeYskvcbF4KrK7FgSRleNjBOTLpw4cQLXXXddXusqNezqUqmqN/cAnofi8UMITeDMmTMlEUknT56ELMuocSl65KEnICQIJADg8OqAB9d3hnTjz6WxSJJdc7IKDRM+mWe38Un3LRVM5DR6lCT3+mw0V5W/DcCuXbugqirkqkaormoAWgQp3QxEZqsh1XVCmBnDzp07iy6SWD1Rg1tBlWg9ZbbAJ2MoJODs2bPYsGFDoZeXEVVVMTIWwA+3jUIoQWOnrAJ/sd16yrqrqwv/8z//g+9+97uoqtICBqFQCE8++SQWLSpelsUuKN1mgt7e3niqrWFJ0V9PalwCFRwOHTqUd3eVnr6pm1vjwgq3+dgBLt1YEsaSMk7r6CLJW2/6MUxQlarbhc3DWlYn6UGUowERc9NOHI4F4tc3S+vi40n02XRlTDQa1X6ICSF+ehiugXfATw/r92ECSr9vidBntllItQGVEUl68803AQCSP25/wocm085AZMj+hQA0a5Nip0eZSFrgy61ussMBXkkCp005KPZXrkJs48aNWLRoEZ566il921NPPYWurq4kYfnMM89g69atqK+vR1NTE97znvdk7cI9dOgQbrnlFtTU1KCtrQ0f//jH9WHfdkEiyQR/+MMfAACyv7OoqTaG6qrWw9nstXNhZmZGTzOlKwTe1hHGI1sm8MCGAB7ZMoFtHeG0z8ee49ixY2VX2MjMFpUq8+NemEgqlZs1E0ndCYJ2lV/C3JJ6FSv98ftUiyoWVEtJz1GuqKoaFz68AG/PK6g+/Bt4e9/Svve8ot8GlF4kZXKvz0RTmTvWy7KsiyS5vkvfrnjr5qTs2QxE/bE1bVAFF8bHx4se7Yx3tuUmxqjDzRyf/OQn8fjjj+u//+hHP8Ldd9+ddJ9gMIj7778fO3fuxAsvvACe5/GBD3wgrVDu7+/Htm3bcPHFF2PXrl145plnMDg4iDvuuKOof0s2SCRlQVVVPPfccwCAaNOykr0ue63nnnsuZ0Fy5MgRqKqKZq8Mf4YZU41eBWsapLQRJEZXjQwXr2JycrLkXV/5kGjQKFdbEUlaTUKpPIgSI0mMbr+Mre1hJPYgbm0Pz5mxxx5T7iIpGo3q73duZgLi6ImERCMgjp7QIkqcJpIikUhJ12fVbZvR5NHuPzIyUpbdoYcOHcLk5CRUwZ00r011+7SZhwmu/foMRAbP60a5r7/+elHXGZ97mNv/eIEDIknlwMc//nG8+uqrOH36NM6cOYPXXnsNH/vYx5Lu8yd/8ie4/fbbsWLFClx88cX4r//6Lxw4cEAfjpzKD37wA2zcuBHf+ta3sHr1amzYsAE/+tGP8NJLL9lab0k1SVk4cOAA+vv7ofJiUbvaUpEalkA98zrOnTuHQ4cO4cILL7T8HGzG0jKDVFsuiLwWTToecOHgwYNYuHBhQZ632DCRo7iqAdFr+nFytSaSenp6IEkSRLF4H5fEoaFLU/bXpy4I4vrOUMYhxMvqJLw6gLQHoHIhHI5HMoWZEYNEIyBMD0IVtH1RanNGvSbJYrqtzq1C5FRIioKRkRG0t2c2YnQar732GgBA8nfpaVBGtGUlJH8n+NCkFllKFEgxpPpFcI2fxmuvvYZ77rmnaOtk4qY9x0jSAl+8dmx2dlavuSGSaW5uxq233oonnngCqqri1ltvRXNzc9J9Tp48iQcffBBvvPEGRkZG9AjS2bNnsXbt2jnPuXv3brz00kuoqZk7EeHkyZNYuXJlcf6YLFAkKQvPPPMMgFjBtonW8YIhuCA1LAYAPPvsszk9BRssudxfuCtX9lylHlqZD0ePHgUAyL7mObela10GANVTC1VwIRqNFn1UARM3C6ol1KZx2s4UT2T75dChQ7a29ebL7OwsAEDlOMi1CwwSjbFxGDEzV3b/UpFruo3noHfDlVvKTVVV/PGPfwQASA1dxvcxmoGYgFTfBRUcenp69IuBQhONRvUIt9X2f0atS0WtS9tPxVpnpXD33Xfjxz/+MZ544ok5qTYAuO222zA6Ooof/vCHePPNN/V0bbror6IouO2227Bv376kr+PHj+Pqq68u6t+SibISSQ8//DA4jsMXvvCFkrxeKBTSW/+jTctL8pqJsNd88cUXk66wzSDLsi5kVtUXrm5jlV97rlIPrcwHFqpVqpuStruGj8G3/+eoPvo0fPt/DtdwSkiX4yBXa8Kq2LUUTCStMBC0jx3y4Wu7/XjyRA2+ttuPxw7NPREt9MnwCipmZmbKeqzCzMyM9gPvhlLTAqlpeZLZqdS0HEpNC9TYBUupRdLwsFY8brVwO/Ex7DnKhZ6eHpw/fx4qJ2iRpFwQPXqd5SuvvFLA1cXp6+uDoijwCioa3LkXiNOgW3O8+93vRiQSQSQSwU033ZR02+joKA4fPoyvfOUruO6667BmzZqs3lMbN27EwYMHsWTJEixfvjzpy+czFt+loGxE0s6dO/HYY49h3bp1JXvNV199FTMzM1DcNVnnFBlh1JVjBbluARS3D9PT05Zz+SdPnkQwGIRXULAoy4iLvcMifnykGnuHs6eTVtZrJ/EzZ87YZrhmFSZAEiNJ6VqX55jhxR5T7FqfdFG/dBYAqaaSAg9010WTnqscCQa1/z8TQaHuqzGz5jaEui7VvndfHbvdDQCYnp4u2dpCoZDu2m7kkfT0GTe+vqsWT59xGz6+sUwjSS+99BKAWFdbHtF01hnMLjwLTTzVJqe12BoL8Tg0Lhoa5jKc0OFWDgiCgMOHD+Pw4cNzfJYaGhrQ1NSExx57DCdOnMCLL76I+++/P+Pz3XvvvRgbG8NHPvIRvPXWW+jp6cFzzz2Hu+++29boeFmIpOnpaXz0ox/FD3/4QzQ0mC+8zRe9YLt5ueWJ5Gm7cqzA8XoBt9WUGxsDsKpeAp9h6V/fVYfvHqjDi31V+O6BOnx9V2azxRqXqk+ed7pTKgCMj4/rIfjEglMzrcsAoMQew+q7ioEkSboIS40kmbEAYKwow1RoKkyEqKJH36bUtCDavhZKTYu+jYmkqampkq2NRYC8gorqFA+ee1+px5Mna3Bi0o0nT9bg3lfq5zy+sQwjSaqqxkVSnh5xUsNiqOBw7NixoqSyWCfvgjQmktv7PLhvRz3+ca8f9+2ox/Y+j+H97I4kySogKcX/kgvQoFxXV4e6urnnDJ7n8T//8z/YvXs31q5di/vuuw//8i//kvG5Ojo68Nprr0GWZdx0001Yu3YtPv/5z8Pv94Pn7ZMqZVG4fe+99+LWW2/F9ddfj3/4h3/IeN9wOJyUmmIHXauMjo7qFvxWU2389LBxV07rmqQDvRmkpuXw9L+NN998E+Pj46ZFIhNJaxrSp9r2Dos4MZl4EuZwYlLE3mERG1rS1zGtqY+id1rEnj17cO2115r9U2yBCQbZWw8knHhVXoSKZPmhxrYnwoTV6dOnEQgE4Pf7C77GY8eOIRwOo8alzHEJjlsAJK90pUFajm07cOBAwddYKoxEkhFqrAC/lEN9mbhp8CRHKp4+48aUxCPxczQl8Xj6jBs3L47XXzTGOtzKKZJ09OhRLdXGC3k3rqiuKsh1HRAnz+PFF1/En/3ZnxVolRqZRBIbwZTYhff4ER8uaozOKcJnjy91TRLHcWhu9OMvtpfuNZsb/eAsBACyOWn/6le/0n++/vrr5zSSJHZqL1myZE7n9ooVK5L8l5yA40XS//zP/2DPnj3YuXOnqfs//PDDeOihh/J+3RdffBGKokD2tUA1OcqCIUwPpu3KsSqSlKp6rS5mZgQvv/wyPvCBD2R9jCRJ2L9/PwDgggwiaf+oG0ZRirdH3RlF0oWNUTx3rqqkQytzRR/ImZIu5RTJcB9xSvLfrbqqIHv9EEIBvP3227jqqqsKvkYmalb4pTkBS2YBkDqWxKjDbblfAgcV/f39GB4eRkuLtfeaE2BmmGqWLkTV5dXvr6qqpQN9rjCR1JiSats5nJgOZXDYNexJEkksRWe3OZ4Vnn/+eQCxwdsFaFyJNnVDnDyP559/Hh//+McLut+YSGo3EElWRjCxx/f29pbsvQVo6auf/d+nSupBx3Gc6ZEk8xVHp9t6e3vx+c9/Hj/5yU/g9Zpr3X7ggQcQCAT0r1yHsb7wwgsAcvNGkmva0nfl5ABbg1ljycOHD2N2dhY1rsz1SOubIjAyKlzXlNl7ZnW9Nrvq3Llzjh/YyYRc6tRyMyZ4DDaks1iikBXBr/QbC9pPXRDE1zYFcOfyaXxtUyBpblsiVaKq7+9yjSaxOrdspq2qqN0eiUT0OqZiE48kJZ9UL2lJ9LFiqNjcktxswR5XLuk2SZISjoOFaVyRGpZA5UX09vYW3K6CRX6MRBIbwZRIuhFMrVUKeE5FKBQquaAVBAGiKJbsiwRSdhwtknbv3o2hoSFs2rRJ36nbt2/H9773PYiiaFjM5fF49DxpunxpNvr6+jQjRnA55eEzdeXkgtS4FCq0uhgzofrdu3cD0KJImeqRFtcad4Ck286oElV0x9y32Ws5kdHRUd1pOzWSZMoELwYTWMX4WxVF0QUNK4o3otsv492LjCNIibBOxnLqPkyEnZSU2GywtAiiXpc0Ojpa7GUBiK8tVSTdvDiCWlFBouFnragkRZGAeARqbGysLAwl33jjDUxMTEARqyAnjCLJiwJYmxgxNTWlRyHbq+Z+RqyMYBJ5bdAtQDYAhMPTbdddd92cK+JPfvKTWL16Nb74xS8WTQWzFlW5tj3nMSSh7qvBt66BMD0IuaYtZ4EEAKq7GnJNG8TpQWzfvj3r0FtWS3VhhlQboIWgjdIERiHoVC5sjOLEpAu7d+/Grbfemu1PsAX2f5Crmwz3oxkTPACQ6jqggsOZM2cwODhY0GG3Z8+exeTkJNy8qg+qzYeV9RKeO1e+IolFWVR3FpEETUgJcgTDw8NYvHhxsZeWNt0GAP+/qyfw9Bk3dg17sLklPEcgAZqhpMCpkFVNKLW2ts65j5N4+umnAQBS8/I5BpL5EG1eAdfoSbzwwgv47Gc/azpLkAkmZurdCrxpzmrbOsK4qDGKwVkebVVKxmNcW7WMwVkB586dK/mgW8JZODqSVFtbi7Vr1yZ9+Xw+NDU1GTp2FopXX30VgDZoNh+MunJyha2FrS0dMzMzehh7bWNmkWQlBJ0Ke+7du3cXfWhlrsQHcqZ3Bs9mggdA83iJ7cO33nqroGtkYmZZnQSxAJ9GFkk6depUzk0LdsIcrRX3XNfdVFSPdp9SpXzTRZIYNy+O4MHNU4YCCdAMJf3u8qhLGh0d1W1Hos0rCvrccu0CKO4aBIPBgnkmMZHUlqazjWF2BBOLRlEkiXC0SLKDiYkJvd07326OTG7OVmFrOXDgQMaT3759+6AoClqrZLRkETtWQtCpLKuT4BVUBAKBks02s4IkSaZEklnkmIkeG89QKJhIymb42RMQ8PTZuf5IqfjdKtqrZaiqWnZWAJIk6elkJoAywYSUU0SSGdhjS5UizJWnn34aiqJAqmnVBz0XDI5DtEUbMfGb3/ymIE/JbD6MUm250BYba1JOMyqJ4uDodJsRxTIiY+zatQuqqkKuaswcXciCa/iYblbI6l3YgSEXVE8t5Kp6YHYCu3fvTtt6z+pmsqXaGNs6wujySRnnghkh8tqJff+oG7t378aKFYW92syXffv2IRgMQhG9hYnkNSyC5/xu7N69GzMzM6iuzp4OMoNetJ2hHumxQ7453W3pircBzRV9YEbA22+/jS1bthRknaVgYGAAiqJA5QWo2WqSACjeWgClOZFJkqQXlRdCJDm5eFuWZfz2t78FAERbVhXlNaLNK+E+vxcHDhzA6dOnsWTJkryej70HWgslkmLPQyKJoEhSCnv27AGAvAoVzbo5W0WOTdJmazSC3XZhllQbY3ufB1/b7cdPYyMv0hmsGcFeI9N67EKfNVW/qCD1FIq3HoqnFtFotGApt4GBAQwNDUHgVKxI09lm1nE7kXIt3mapDcVTZ8q8VfH4kx5XTMbGxqAoWtdTnTv3Fu1ysAHYuXMnBgYGoAruvA0k06G6q/Xo+K9//eu8n6+vrw9APAKUL0xs9fX1lbQln3AeJJJSYL46UkrLuBXMujlbha0pndP1+Pg4Tp06BUAzfMzGWIjHfx3xIfEE/KMjvoyW/YlckHAydlK3jizLeq1DvnVlOhyHaIHHKjARs7hWgieN5rHiuM1YFYtKHT16FKFQqAArLQ3M4VjxmjPsVKq0+/X29ha9Lo6Jmnq3krFjNBuNZSCS/t//+38AYrVIfPGSDdHW1QC0Lrd8Z/AxkVSoSFKzV6vXDIfDjk+NEsWFRFICExMT2pUDANmXe+eJFQ8eKzD3597eXsO6JGYg2VUjodbE1e6xgIDUE7AKDsez1L0wFtbIqHEpCIVCRR8Aa4W3334b4+PjUAU35NqOgj0vu6p+/fXXCzJYlXVurjJwz2bEHbcTMXbcZjR7FTR6ZMiyXHAvmmJy+vRpADBdA6N6aqFyPEKhkF7wXSwKUY+U+Hinum739/fjjTfeAABEYiKmWMh1HVA8dQgGg6Y94IyYmZnRU6GtJppOzCDy8YHE/f39BXlOojwhkZQAO9ErXj8gGg+pNIMVDx5LiF4tFQHjqfRMJK02EUUCAG5OhCJ+ixl4Ln6Cd1Jqhx1wow1LgALO/FGqm6B4ahEOhwtSwB33R0q/v5jjdqIHTzrHbQbHxUeUlFPxNvO0UqpMzmfkeCje+qTHFotM7f9WcHok6de//jVUVdVsL0xG9HKG43Qh9qtf/SrntBYr3PeJypyZevnABBeJpPkNiaQEWKpKqW4q0DOqKd/zR65uBBC/6k4k3illLvW1IjbGIhEO6pwhq5lwWv1LJBLB9u3a8CMpB7f0jHCc7n7OxjXkSiAQ0PdhpqgQMHd/mtm/THiVi/O2JEn654+9x82gVGuCqtgdlrpIMtH5mYnEwm2n1bqEw2H8/ve/BxBPhRWbaPMKqJyAkydP5izomYjJ1s1rlRavnPT8xPyERFICVsP96YgXbsd+BwpSuA3E15YqkmZmZvSr6XTjLVJhFgCJBeZ3m7QAYLCT8aFDhxxx0H/99dcxPT0NxVU9x2W7EDCRtHPnToyNjeX8POyE0FGdOTXKBnMm1o09bqJuLDGS5KR6sXT09vYiHA5rg4c95tPScuyC5vjx48VaGoB4eizvSFLssxUOh0s6nNcM27dvRyAQgOL25W1/YhrRA6mpG0DycFQrsEhSs7cw9UiMFookESCRlIRuZOepzet5ilW4DUBPt6XWYBw5cgSqqqLZK6PeY02s5BPvWlQjw8WrmJycdES7LBt1EG1abqpDyiqq1w/Z1wJFUfKqo2AiKVvULtNgzkwsrJFRJSiYnZ3VIzRO5ujRowBioidlv2XyG2NRX/b4YsFEUlOekSQXHzeUdJoNABMp0ZZVBXXYzkakdQ0ATaSx2iIrMJHUYmLfjIV4HBoXTTWnNMVEV7Hr3QhnQyIpgfhIhPxqh7TC7WTU2PZ8YeMaUg+wrEapu8581MCou+2/LHS3AVqB45LYOA27i4THxsb0olOp2dxAzlwMP5kD8TPPPJNz9MysSMrVFZ3ngGWx52bmqE5Grwf0NSdtdw0fg2//z1F99Gn49v8cruFjSbfLvmao0ERMMbuQ2IkyX5EEAE2xaJSTTr7Hjx/XosEcn5OfWz7GuYqvGbKvGZIk6ek+K5jdN9v7PLhvRz3+ca8f9+2oz2p30ux13n4iSg+JpATYgERFzG1eG0MIGEdU0m23AptBxtbKYOkGK/O/nut1w6i9XNtunsWx1zxx4oSlxxWa5557DoqiaJEeEynTbCfgdEQbl0LlBPT09OQUwYhGo/rjlmdJjebjir68rnxEEhPYsi9u/GnKb0xw6YXexRLpkiTpAqzJk39Kx4kRCuZVJDUsNmXkmUiun6NEWDTpt7/9rWU7h3iUL/2+YWnrxGaabGnrpoT6MaeOXiKKD4mkGKqqxtu6BVdezyWOnzGQHtr2fFF5bW2pLehMJC2uNX8QP5HGayfd9nQsrpGT1mAHqqrGi05NXAnnZfgpevRJ5mwIqBVOnjyJSCQCn6ig3YT53baOML66KYA7l0/jq5sC2NYRNvU6y8skkhQKhfTCa2ZzAZhPW7O5esUSSUNDQ1AUBS5ehT9L/ZiZVE5zLApYqnEq2ZiZmYl3hLZYK9gulHGu1LAUquBGf3+/PpjaLGYiSbmkres9WhQ3Go3mlAYkKgMSSTGi0ah+taDy5nyC0iE1LDZMt7ETa17EzN0S1xsOh3Uzta4a85Gk5WlSPem2p4O9plHHXak4ePAgzp49C5UXETXhEpxv3RgTYn/4wx8sGzayk/kyv2TKmDBXV/RldVr3Yl9f35zIo5M4fPgwZFmG4qpOSnWb9RuTa9oAFK+TjxXuNnvltGVuVlI5Tuua2r59O2ZnZ6F46iw3OxSs/lIQ9aYIKxceiQImU1F9LmlrkQfqY6LYafVjROkgkRSDL6CfjtSyEoq7NqkgWnHXQspjdluc+Aedix2xmeOwT1RQ5zJfI3NjVwRGRoXadvN0xCZvj4+P29ax87vf/Q4AIDUsAYTs6cJ8DT/l2gVQPLlNMj98+DAATcRkIx9XdJ9LG3YLGPtqOQUmbuTatqSibbN+Y0wkHTlyBOGwuSibFeJuzsYnVKupHNY1xZ7XbvQIbPMKy80OhTTOjTZrx8dXX33V9HGE+U25eBW1GY59uaatG2KClkTS/IVEUoxEkcSp+eefZ9Z/CKElWxH1dyG0ZCtm1n8o7+fUiIW1OS5JJAHAgur0V7pGNHoV3LM6iMT+tnssWgAAgFcEGmO1GqWYo5VKMBjESy+9BMD8QM68DT85Tj+oM4FmFitF9vm6onfXOV8ksTE7RlGMaMtKBNffgZlVNyO4/g7DVKrqqYXiqoIkSUVJuWUbeWE1leOkuWB9fX04cOAAVABRk80OiRTSOFfxNUGuakQ0GjU9+idxXEy2Y9+2jjAe2TKBBzYE8MiWCVNp63KYtUcUFxJJMXieh9fr1X6RzfkMZUNqWYnQyhsKFEFiT6qtzeeLH4SyXemWgjYbr45feuklhEIhyF5/Uk1LNsycgDM+vnkFVHDYv3+/aXE4NTWli9puE0X2wajxR3Q6zfZUmBBzqkiKRqN6zZRcazwvUXX7INctSH/i5Tj9senmGuYD27fpPl9WUzktsblgoVDI9rlgrBZJruvIuas3389R0nPFhJpZs1b2/6s36V/V6FWwpkEyfSHIRJLd+4mwDxJJCdTU1AAAOKnwIftCwcna2hJFEisAtTrcMVejQiOaq+yrs2CRnGjzSsvpgqwn4GyP9XcCgOnWZVbc3uyVTc3X87mMD+Y1abanwoTY0aNHbY9aGHHo0CGEw2EoojftYFsz7eUsCrV3796CrzExUmuE1VSOyMdTbuy57YJFbKKN3baugyE1dkOFZpFhZr5doWbqpaPBoZ5WROkgkZRAc7Pm0cJHZ2xeSXr42ImipSXeKp3ryIRcjQqNSGyXLSWnT5/G4cOHoXKcaW+kQsJSbs8++6wpZ2tmk7DEpFVDq1eBUd2YGeM8AFhYoxVvj4+P5+UQXiz27NkDAJDrFhgKXK29/Gex9vKfpW0vl+q0QcaHDh0qyPBhhizLuklqOpEEWE/lsOeyUyT19vaip6cHKsfn1VRSCAsAhuqu1mvMzNT66ZEkd3FEEjPmdeJnhygNJJISaG3VUjVcZNrmlaSHMxBJuV5NtVfNPQFzJowKjbArd//MM88AACR/l+4hVUqk+i4oohejo6PYvXt31vvrVg015qJ+IYWDkZdVWDEXMfMIQIfPfouGdLD/mRwTOYlo7eWvpoz3edUwoqR6aqG4ayBJUkHnCPb39yMajcLFq1nNCq2kclizw5kz+duC5Aob0izXtgOiuY7JVAplAZAIE2w7duzIel8mXvxFEknseUkkzV9IJCXQ2amlTviQs2YqJcLWxtYKxI0lC3GgyDUhw167lK3mkiTptQt2RJEAALwAKZaqYIItEyyStMhkJMnLqzCKJHl483tqUUyQ2W32mcr09LReaC3Vdc65XZgaNPQbE6YMTBg5To8mWfXZyQSzteiolk3ZNZiFCVc7bTN0d/o85rQVYwSTVN8FANi/fz9mZjJH9Zl4sTqKySwkkggSSQksXqxdwfCzE/YuJANsbUuWLAGgmSiydtkaC+3/gHHnFCx0TiXCXruUFgB79+7F6OgoFNEDyd+V03PkM06BwYpNX331VQSD6Z8nEonokYNFJiNJwyHjfaRtN8eimI8VM2x0Cnv37oWiKFobuadm7h3SiZI0dWesPmznzp0FWmFcxHT6Cjs8lT2fXXP1QqGQXjAv+ecKVLMU0gJAf7zXD8VTA1mWsxbiM4+kuiJHkgKBAGS5sO8BojwgkZTAsmWamZkwMwY4sMgVqgJhRsvBd3dr0YtQKIRoNNbxJlo7UHDpz0KWl8YKiScn8x/ia5YXXngBgObWixwMQM3Wu2RDqW6C7PUjGo3i1VdfTXu/c+fOQVEUVAmK6WnyAzPG+2IwzXYjFtp8Qk7HW2+9BQCQ6hYa3i7XtBmasqbrYJTqOqCCw+nTp00V/ZqBCUsrJq1mWOjTnm9sbMwWo89Dhw5phrQuH1RPHoKmgBYAiUi1WlQwW+qU/e/qTDYyWIV5LymKgqmpqaK8BuFsSCQlsHTpUrhcLnByBFy4dCd7s/ChSXCKBK/Xi0WLtBA5C0dzUOG1qBM051+jomDrV0xVoqqvpxRdVOFwGH/84x8BAFKT9c4cK/Uu2Z+M01NurKXaCCZSOn3m/awk1fgjmm67ESxqce7cOVPF5aVAVdW4SEoTydBOwFtTTsBb05+ARQ+U2Ow39tz50tPTAwDoMhn5M4tXjHej2hHhYwOW5dpWyx2hqRTSAoAh17YlrdMIVVUTIknFOeYIfPwCkFJu8xMSSQmIooiVK7UPuDCd/5VoIVI5iQjTWi3GqlWrIIraeBLWyeMVVMvHuqEQD+NUjvW3hVeIX3EVw/U4lT179iAYDEJxxbthrGCp3sUE0ZhQ27NnT9orzlxSNxuajF3RL24y74re5FXgFVRIkmSL2acRZ86cweDgIFROSOuPBFg/ATPB9eabb+a9xlAopHefFTqSBNibBmVF/IkDhfMhHysNI5jYPXHiRNrhstPT03oKrFjpNgCodcVTbsT8g0RSCuvWrQMACFP5DZ8sVConEbYmtkYA+twwdw7j5vI1KkzEnfCQUogkPYrUsDi3K+F0Xlg5emSpXj9kbz1kWcbrr79ueJ+zZ88CsCaS0hWkWilU5bh4NxVbg92womG5th0QrA1UzoTk11J3u3bt0tPQuXLy5EkoigK/W0GDif/33mERPz5Sjb3D5v4e1uF47Fj+xwarMGGmVDcW5Pn46WG4Bt4BP10YCxDFWweVExAKhdIa1LJUm1dQ4DJ5yOoJCHj6rAc9Fuou2agnGnI7Pync0alCuPjii/Hkk09CnOxHWFVzOgGnS+VI/s7cr7RUFcKkZtS4fv16fXMkokUUXBa6nRj5GhUmIvCAwKmQVU5fU7FQFEVvD87Z3yVdy3OOrdBsLUL/BF577TXceOONc25nfjttGfx2UhmYNY72Dc7ylnyx2qpl9EyJjokkxTurMhfcu4aP6S3mrN4lUzRJ8TVDEaswOzuLt99+G5s2bcp5jXG7huxRpK/vqsOJSREAhxf7vFheJ+GrmzOn7JlXVqmtGSRJ0g1oFW993s/n7XkF4ugJcIgN8m5ajlD31fk9KcdD8dZBmB3H+fPnsXDh3Lq1eD2SuWPfY4d8eHXAA8RWurU9jE9dkD3KX+umSNJ8hiJJKaxbtw6iKIKPTOdcl1ToVA4A8KEJ8NEZuN1uXHTRRfp2drVs9koqkfEQO6wlomIslFuNgsgnr6lYHD9+HBMTE1B5MadUGwBAkQyLgqHknlZhJ/zdu3fPqf1RVVUXKO0WnNF39LtgtI9e63dZWltblX2z9VKZmprSC3JZ5MeInDx4OA5yvfac6SJ6Zjl69CgAYEmWGXt7h0VdIMUWgROTYtaIEnves2fPZm11LySDg4NQFAUqJ+TtLcZPD+sCCdD+A+LoiYJElBRPLYD0o46YSKo1kWrrCQgJAklb6asD5iJKrHjbjgJ7wn5IJKVQVVWlixAxkOMJxWLrshmE2FrWr18Pjyce7WA5eYGzHkk6MuGGUZTi6IQ7tzXG1lDsVlnW4i3VdeTU1QYAQnDEWMgGczfDVHzNUAU3pqen9RMsY2xsDKFQCBxUfSSFGQ6OG++jQ+PW9lF7LHrFoll28tZbb0FRFMjeeqgZWsVz9eBhYnXHjh15NRHog4izeFrtHzXeR2+PZt5HfreKRo8MVVVLmnJjBciquzrvom1hOs0F4XTuF4QM1V0NIH3BNIvs1JqIJB0NJIpYBodjgezJFIokzW9IJBlw+eWXAwDEidxGBlhtXTYDWwtbG4NFLHIxutvUEoZRlGJjS251OWwNxe6g0qfGG7g0m0XyLzTcR5kiG1nheN3QMNXfhc20a/IqesTNDJua0+yjZmv7qNXGAcSpMKfnbKk2zYMnGTW2PRNSXSdUTkBfX1/OZo0zMzO6p9XSLJGk9WmK69eZKK63YwAxO9mreaSWGemPdTlGeBOfR9QGjqcTJ3GRlP2iY5VfgtE+WunPfqyqs8EDjnAOJJIM2LJlC4BYobRkvb7GcutyNqSwnqpLFUnsSjkXkXR1RxStSTYAKlq9Mq7uyC1dxt5MxbQAkGVZd2lmbcI5PU/DIiju2oS/HFDctZAbcncfBuInhwMHDiRtHxzU9l+TxdExH1sVgsglum6rEDkVH1sVsvQ8TTFbh9HRUVttAKLRqN55ls+8sIwILm0WHOKCzCrHjh2Doiho9MhZi7Y3tEhYXpd4ElaxvE7Chpbs/2cmkg4fPpzTOnOBNVaovLWUrRFKTQukpuVJnyOpaTmUmvy75tj60jWC6CLJRPt/t1/G1vbECw6tJqnbnz3qXUPdbfMaKtw2oKurC4sWLcLZs2chBnohNS2z/BzRlpWQ/J3gQ5PaFXEerbHiRC84qFi6dGnSOBIAentsrkHzb28J4JU+F/YMe7CxJZyzQALikftipttOnz6teTEJLihVDTk/DxcJanVn7HdA+z0SzGtfsWjhwYMHoaoquNg/hZkbZpv/ZcSPrh3HT456sWfEg43NYcsCCdBSOwKnQlYUjI2N6XMKS82+ffs06waxSm/zToeWbkuGi22Xs+wjqWExxMA5vPrqq/jYxz5meZ1MtCzLEkVifHXzJPYOi3h71I11TRFTAinx+ZnwLwV6zSBfmGvkUPfV4FvXQJgehFzTVhCBBEBfX7pGECuRJAD41AVBXN8ZwrGAiJV+yZRA0p6fapLmMySS0nDVVVfh//yf/wNx/ExOIgmIeYcUwDdEHD+tr2nOa8SiNlwONUmMqzuieYkjRgFHW6WFzR+Tq5sALveDfKZ6l3z2mVLdCJXjMDU1heHhYV2M6JGkHIw6AS2ilIs4YvAc0OhRMBwSMDg4aJtIils3LMpaD6PyIlQkv6/U2PZsSPWLoOI1HDlyBENDQ5b/XiZauk2KJECLKJkVR4yltRI4qBgeHsbIyAiam5stPT4XeCaOChjxVWpaCieOGLH1CYJx3aFeuG1hHFO3XzYtjhhUkzS/oXRbGpggEQPnANlGl2I5CjFwPmlNhWYsxOPQuIixHEwkSw1zQM4nigQUZ+YUAIAXoHj9AOJrBbQ0FwA0WEy3FRL22mwtpUaW5WR/qyxwimQYSeJMdCCqrio99ZlpVIzhY1VVF0nLTdSs5INXBBbG/JJKlXJzu2MF5YqzZ5FxsfXp600hnm4r7mcqMZJUimkChLNw/lnRJlatWoX29nZwipR7l1sBECd6wakyOjs7sXz53En3eiQpx+ff3ufBfTvq8Y97/bhvRz229+VezFmKSBIrps1XJKluH6SmZSm1FMsK4hjM1pZYNJzv+IRCCFm7J5ofPHgQ4+PjUAV3RpdtRq6F2wwmxLZv325pncPDwxgdHQXPqbqXkRly3UfLS5xyq6nRhglzcnH9zPKFk7VaJLbeVHKJJOUCS+fJsozp6emivhbhPEgkpYHjOGzbtg0AII7bNxiUpdq2bdum17cUirEQjx8d8SUVmD9+xJf7iTiPlJ9ZWG2PYjQ13gJcJAhx9GSKv8vJgoyQUdza2hKHrDKR5M/hqrdQQpYJNLucg5lYkeoX5WzdYAWpYQkAbUiqlegZEytdPhkek8vMZx91l1gk1dfXAwC46GxJXi9X2PrYelOJi6TiRpLcAuARqMNtvkIiKQPXXHMNgFj7vR0pNzkKMaC1/l977bWGd8kn/Dswy89JOSkxN+d8KGZImtX2qO78RFKuHjxmUGMCjq0VSIwkWTugF1LIste2QyQpiqKLpGjjElOPyVS4bQbVUwPZ1wxVVfU0nxmYWFlmMtWW7z5iKb2jR4+WpPOwrU1LQ/JSyN5SgiywCxa23kRCoZA+kqlYw20TqYsJMSrenn+QSMrA6tWr0dbWlnPKLd8Bt+JELzhFRkdHh2GqDcgv3dZepcwRCjxUtFkwO0yEraFYIikajSIY1P6XSp5OwUWrSQJ0F2N2QJUkSXdUtpoaKKSQZVfck5P5C0GrHDx4ECMjI1AFF+S6zuwPQGH2UbRxKQDg5ZdfNv0Y5llktrMt3320oFpGlaAgFAqVZLZeTU2NnsLic5wqUAr4kBa1WbBgbmqWfbZETtWHaxeTWhsvMAh7IZGUAY7j9AiOOGYt5VaIAbcszfeud72r4Kk2AGj0Krh7dRB8TCjxUPHJ1UFLM8FKCRNIAAAhP48XzcvqyhQvqysLUpOkClqhKVtvYh1DlcUDupGQ5XIUstWiOmc9pYKJFCuptkLsI6lBE0n79+83lXKTJEl3vzbb2ZbvxQbPAUvrSle8zXEclixZor32rENP+lIYfCzdtmjRXO8yfW6bW8nXNNwUZCg5fyGRlAU95RYwn3JLN+DWUkRJjkKc0KJXrDaqGGzrCOOrmwL4yPJpfHVTANs6cnPbTqRYkSQWjVF5Ma/2f0a0ZSWC6+/AzKqbEVx/R8bBqVZIFUnsu0dQIeSw7EL9N6tiIilJbJYAWZZ1kRRt7Lb02Hz3kZZya4GqqqYKuM+ePYtQKASvoGCByUHE7GIjccac1YuNpbWldd5etkyzNRFm7Ol0zAZb14IFCwwLt1lEp9hF24w6m5seCPsgkZSFXLrc0s8zGjK6uyHZutoYcZ8k00+dxPY+Dx7a7ceTJ2rw0G6/o7vbmHFmIS8dVbcPct2CgkSQ4sQiH2py5KY6h7TAwCyP1P+smmO6za5IEiucVgV3XqNkcoWl3F588cWs9z1+/DgAYHGtnJOLfa6w0Sfs9YvN6tWrAaAgg2iLgRBbF1tnKiySlEsjRC6wuieqSZp/kEjKQk5dbunOhRYiLGa72vKpSTIqOP1RHt1tbJnl5CXCTw/DNfBOUU8WbKyCR7T+fylk3Rjr0Ek35qFYvPTSSwCAaMNiy11thUhbS41LoQJ45513kjoOjWCpNqut//kW1y+u0V7v5MmTJSneZkO8heAwYMJ3KhuF/hwJUwMA4utMhUV0iu2RxLCz6YGwFxJJJtBF0kSvqQOKXJtm6KPZWWNyPGqVLdWWj0g6HhANC2OPm5iMbWZNhUZ33lUKc2D09ryC6sO/gbf3Le17zysFeV6oWpqGrZeNVXDlYJHQ6FVwZcrMqS3t4ZzqxlyxT3u6MQ/FQJKkeOu/xVRbQdLWiEULY8aSTLClgzm6L6oxb7RYiOL61ioFVYKCaDRakuLtzs5ONDU1gVMVSxFuIwr+OVJkCNNaZ+i6desM7xK31ChRus1FImm+QiLJBKtXr0ZLSws4RYIwmX2KenzAbex3wNKAW3HyHDhFQltbG1auNFmDkYNK6pk03v2n0mw3u4RiiSSfT/v/caqct1swPz0McfREik/SiYJcCXOyNuKF1VLoIimHf+tYiMdrAx4gYaU7Bjw5RftcvJq0nlKwb98+BAIBKKJXHzprFmEqTdp6atDo7hmRTHS5qaqKU6e0aHFXjfnoipdPHECsPxs8vPnPAcfFnbfZGooJx3HYvHkzAORllluMz5EwPQhOkdDY2KjXTqVS6nSbnyJJ8xYSSSbgeR5bt24FAIjj5q7ytILTP40VnP6ppYJT9hpXX311UbraGIGIceoj3fZsFLuEo7q6Ov5aeboFi4Gzhidg5kuVD2xtTNSxgaKihZMmo5AWAGLsIfqA0xLA6oCkhsXWi+3TvaFy+ExoKTcOhw8fRn9/v+F9xsbGMDmp+Wd1mCzaBoCQwhkslkNYsbbOhb7SiSQAuOyyywAAwkTu7/n09ZfWhSxDjK3nkksuSXv8Y+k2q75jueK32YiVsA8SSSbRRdLEWUA198HMqShYVfSDBHvNYnFZa2IaR18ALm0tbc2KWURRhN+vzUXjojN5PZeS5oSdbrsVuIi2tsbGRgDxyFouhcCFrEliVg+lqhmTJEmfm8YiOVaQa9KkrWusD+dVXVWQa9sBpB9T0turfe5aqhS4LVwnFGofLYiJJLaOYnPppZdCFEUIoQD42YmcniP9PjJZWpCKqkIc10YPZTr+MZFUsnSbO+4xVsqLDMJ+SCSZZP369fD5fOClUFGLfIWpQXByGHV1dbjwwgvNPzCHY8WGFik2NyqeGFxeZ32SeSlh7rt5jw/x+NNsz99Mko9o3WOpk+dzOZwXor08n9fPh3379mFyclJLtcUEihXiaetEnyTzaetUpJjTdzqRdO6clnZqr7KWyi2U3xh7XbaOYlNTU4ONGzcCiDeKWEWpaYHUtDxlBuJyKDUtOT0fHxwBH5mG1+vV04FGJPoklYIalwqeI6+k+Uh+FbrzCFEUcdlll+HFF1+EONGLiNkibKuvE0v3XH755RDF7LuHhaNzPQF+dfMk9g6LeHvUjXVNkbwEEjtc8XzxtHdbWxuOHTsGPjyNfKqSWHF9YnDHUnF9BriwsUjKR6WoKd9ze44S9rQDeOUVrYA3p1RbjGjLSshVDRCmByHXtOV88mXrUM+8jsOHD2NoaGjO/unr0+oNWy2k2hjbOsLo8kk4GhCxyi+h22/9OdpiIun8+fNQVbWoqXbGtddei7feegviaA8iC9bnlMoMdV8NvnVNQfaRK2bae8UVV6CqythVX5ZlXajUFXluG4PnNE+mQITD+Pg4mpubS/K6hP1QJMkCW7ZsAVCYupV0CDEDycsvv9zU/ZkgUfI4e25okfCJ1TN5R5DYGop5cGfuu7mmBxj5Ftdngg9NAAAWL9am0OcjZMdCPP7riA+Jhds52zSUYP8wFEXBa6+9BiAmknLENXwM1Yd/G+uc+m1OFgAM1VWtp+rY2hJh9gBNntyGEOfrN8YiT6FQqGReVlu3boXL5YIQmgA/m7tRolLTgmj72rwEElQF4lgPAG3KQDoCgYAmIqGWzEwSIBuA+QqJJAts3rwZHMdBmB0vyLT4VLjwtHaw4nlccsklph7Dok2ymvuJbyzE49C4mLM/EoOtweXKb2RIJpjwYEIkH/Iprk+LIusDWNla2f9DsljICwDHAgKMzCSPB6wX10dj5/5i7h/G8ePHNQNJXoRca62rjaFZALyWlGr0nH4tr8+eXK+J7Ndff33ObcPDWhq90aJIKtQQYo8A1MQiI2wtxaa2thZXXnklAMA1cqIkr5kOYbIffHQGdXV1GS8SWarN58rNwT5XaMjt/IREkgXq6+t1B1ghcL7gz89acS+44ALU1taaekz8BJzba27v8+C+HfX4x71+3LejPi/HbbYGM2nCXEkap1CAAmQuMgN+ZlQvts4XfnZcu8KtrUVLi3ZV7fV6AQDhHPYRl77Fy/JzRWMija2nmLz55psAAKmu07KBJIMPTRrOrWMiNBek+i4AwN69e/Up8gyWwvFbFEmF7EBkrealrHu56aabAADi6Mm8rTXywTWiRQnf9a53ZRTypU61MWrJdXteQiLJIizCI04WXiQxD6ZLL73U9GPcbm1OWCSHKEWhroAZbA1sTcVg8eLF8Hg84OSoPiU8V4phJikE4+MUWFrL49GEZ1S2vo9avDKMOhC17dZgLelsPcVk586dAADZ35nzcyjeOkOzU8Wbe3G94q2H4vIhGo3i7bffTrqNnXxrLDqjF7ID0Rd77cnJ3IWgVS655BI0NTWBl0J6Z23JkcK69cktt9yS8a5sP+WSassnak6RpPkJiSSLsI4LYbK/IJEMHVWFOKn5t2zatMn0w1hxYySHE3Ahr4AVNR6pSPQzKjSiKGLFihUAAD6Ye0qiWGaSbObUqlWr9G1MlFj1zQEK58EDAJGYriqmiAWA2dlZHDp0CAAg5TGrTasbuzKlu+3K/OrGOA6yX1vTnj17km7SZ+xZFEmFdEW3Y76eKIp6NMk1crRkr5uIa+QEOFXG8uXL9c93OnQxa1Ek5Rs198Veb2pqytLjiPKGRJJF1qxZA6/Xq1kBzBaugI+fGQMnh1FdXZ10gs0GEySzOYikQl4Bz0rx10/XlVIo9LlTsflOuSBOpDGTnMhvJIQwPXfmFHPeDkY5y7q6kPsoKGkfd7Op3Fw5cuQIZFmG4vJB9eT3Wlrd2B2xurE7ClI3JsXsCN555x19m6qq+sw0l8VBxMVwRS+1F8+tt94KQCsjYN2ZJUNVdXF26623Zm0sYFE2n4V0WyGi5kyUkQXA/IJEkkVcLlfCSdrYuTcX2HOtW7fOUk1PXZ2WegjJnF6Ya5ZC+bsAwHQ0Xu9S7EjF+vXrAQBiHiJJcRsLOcWdexSMC0+DD0+D53msXbtW3872kaRyCFvMkhXSJ4ntI7aeYsGiSHJNa04t5ankZMqaAWZ0ePToUV0YybKsm2yKFpdc7q7ogDbLbePGjeAAuIZLG03ip4cgzE7A4/Hg+uuvz3p/FmXzWYj4FWIf+UTtMxcMFr5ph3AujhZJDz/8MC655BLU1taitbUV73//+3H0qD3h4ETYSTqXGVLpYFGRiy++2NLjfD6fbgMwFbW+O7d1hPHVTQF8ZPk0vropgG0dubltT8demzliF5OLLroIPM+DD0+BC+cW+pbrFxs7Bce6n3KBCd2VK1fqI0kALbLGhO90DvuoUDCRVOx9dPz4cQCA7HOml4zqqYUquAo2TLaQ0T47ue222wDECqgLNETaDO6YKLv22mtNRTmZSKmyIJIKsY/Y65FIml84WiRt374d9957L9544w08//zzkCQJN954o+1vUjaZWpgaLExdkqrqs44S0zRm4HleH38xEbZ+1V4IfxcAGI9obyW2lmLi8/lwwQUXAADEHLsMi+GTxLoTU+0bOI7ThclU1No+KmRxPRNoxY4k9fRoXjdKdUNRXydnOA5ylfY+PXnyJABAEAQ9zSNZ/EizaF9iTVKu0T7WIVoKm4ZUtm7divr6evDRWYiB/MWjKaQwxJiB5Hvf+15TD5mdnQUAeC2IpEJEzb2xNCx7fWJ+4GjH7WeeeSbp98cffxytra3YvXs3rr76aptWpRXlulwuRKOz4MJTUNN023CRIPjQpNalk+Hky4UmwUtheDweS/VIjNbWVoyMjGA0JKC7znw+J90J+KLGqOUDPDtpz3GZLhKXXnop3nnnHQiT5xFtXZ3Tc0RbVkIRvRAD5yD5F0JuyD2KBFXRuxONPK6ampowOjqKiQgPWPAKz5QmsLqPxsPaPiqmW7CiKPoAWcVbmIiVePIVuAPnEPEvhLSsMJ97xVsHTA/qLtscx8HlciESicSaIKwppaMT4pzfc4nKsuYHO0SSy+XCzTffjCeffBKuoaOQGpaYfqzZY92c14wVbC9btgxr1qwx9RgmUjwWB0Zv6wjjosYoBmd5tFUplj8/HhJJ8xJHR5JSYQVzpYhWZMLj8WDlSq2AVJgeMryPa/gYfPt/juqjT8O3/+cZnYJZFGn16tU5eQyxeWbDFqMLhaylGIo9hq2l2DCbBDFwPmdvF2/PK6g68Qe4h4+g6sQf8rIA4IMj4KUwampq9ChXIswzadTiPvLyKowsAKyeIIC4kGVrKQbj4+OIRqNQwRWkhsi383F4x05AkEPwjp2Ab+fjBVgl9ILywcF4ypyleoKStWhfT0DAqymF268OeNCTg+Ene+1iR/vS8Z73vAcAIEyeN53KtnKsS0JV9fqn9773vaad4MNhTXy6LRbYA1pEaU2DlFOUz80nvz4xPygbkaSqKu6//35s3bo1qSg2lXA4jMnJyaSvYsBOhIJBG7pVp2D2HGavpFJhozr6g9YOys+cccPoBPz0GeuF1/0zQtJais3KlSvR2NgITpFy6nIrtAUA64pjk9VTYRE2Fs0xy//Xk3jyZXCx7dYYCxdfJLELGVX05DyvjSGefAVcgozXzBBUiCfz97NSRc1QM7FTiQkTq3VjPz9pvI+07daYKlFKNB2dnZ3YtGlTrIA7u9jJxxVdmB6CEJqA1+vFddddZ3qNrKjdaoE9kJ9PkmhT5yFhL2Ujkj73uc/h7bffxpNPPpnxfg8//DD8fr/+1dXVVZT16M7bBidVq07BhRJJfTPWRNKRCTeMDu7admucD5ZWJPE8r48uyKVtX5geNLQAYFE9qzATviuuuMLwdiaSRkLW9tHxgPG+SLc9HYpaGpGk+/sI+Xc4ugPnDPeRO1b7lQ+qqAmYRM8bFqG2KmSHQsapseE029OuSQUmYq/d0GBfPReLJrlGjgNq5ohLPq7oroSCbWaTYQYlVlTOWxRJ+fokCVzy6xPzg7IQSX/1V3+FX//613jppZewcOHCjPd94IEHEAgE9K/e3uI4yDJBw8+OzUn3WHIKViTwM5rfEhNeVlm+fDkA4MyUaGnQ7eKaiKXt6ZiMcBgLayf/7u5uS4/Nh61btwKA5tRrsYBermkz7m6rsZ4u5EKTEGbHIQhC2plTnZ2a87TVVGZ7tfFVa7rt6RgN8ZBVre6mmCJJlrXPgppnFAkAIv6Fhvso4s98DDBFLLWTeMJbsECbMTdscR9d2RaCUUR2S1vI6O5pmY5yCMX8zkqVtjZi69at8Pv94KMzWccv5eyKLkchjp8GEPdoMguzarDiLlHIBggSSfMLR4skVVXxuc99Dk899RRefPFFLF26NOtjPB4P6urqkr6KwYIFC1BbWwtOVeaYSlpxCuZnxsBBRX19fc5FzwsXLkRVVRUiCoc+Cym3z6w1Prhr281zekpLL3V1dVm6IsyXTZs2acae0SD4mVFLj1VqWiA1LU/qbpOaluc0xVwcPwNAs29I18LMxP3AjGBJz921yngfadvNw9KhnZ2dEITcZqmVGmnZ1VptU+x3rTqLK0zxtsE+YCJpaNba/+dPloVjNWLxlXp4FX+yzFrtCnvd5ubmkoyOSYfL5dL9ilwjxzPeN1dXdNfYKXCKhK6uLlx44YWW1scsT6x8jgpRf8kuQNnrE/MDR+/te++9Fz/5yU/w05/+FLW1tRgYGMDAwIAjugs4jtPt8wWDE7RZp2BhZgwAsGLFCtOFi3OeQxD0KNSxgPnC70avgntSWpfvyaF1+VissyfXSFiueDyeeAF37KrUCqHuqzGz5jaEui7VvnfndvJ1xUQSi2wZ0dnZCY7jMCPxlmwAuv0ytqaMvNjaHka331qx+kBMJBUr/cxg/lCcbC0amY7Ikisz/p4zihaJS/SzWrx4MQDgnMXaPgD44TXjeN/iIDqro3jf4iB+eI11N/7e2OuyddjJzTffDCCWypYyi71cXNHF0RMAgHe/+92Wj3us5k+2IJIK4ZPEXq+YA7wJ5+Hovf2DH/wAAHDNNdckbX/88cdx1113lX5BKaxYsQJ79uwBHxM6qahuH+QsV1QsApJtXlE21q9fj7179+LIuAvv6jR/BZtvWywAHJnQai+sGmEWgm3btuGVV16BOH4GkYWbLT9eqWnJKXrE4CIzEIJah+NVV12V9n4ejwetra0YHBxEX1BAnVsy/RqfuiCI6ztDOBYQsdIvWRZIQLxerdgiiUXSOCmsXern4bitFQW/mlS47Tn9KiR/Z96dc1w0lLReAFi2bBkArb5OUuLu12b5k2Vhy9GjRHqnhaR12Mny5cuxbNkynDx5Eq6xU1ltNswc6xhceBri1AA4jsMNN9xgeW0symZlXiXzSXr8iA8KuJx8ktgAb6/Xa23BRFnjaJGkFnKAbBFgtUBWUz2JsEgSe65cYQLl4LgLimqtqLHRm5s4ArSZbScnxaQ1lJLLL79c85QJBcDPjkOpKm3BK4tgXXDBBVn9h5YtW4bBwUGcnRaxusG8SGLk82lgJ+Bi14y1tLSA53koigwuOgs1jzEvwlSa4vqpQUhN+f0dfKy9vb29Xd/W3t4On8+HYDCIc0EBS2pzs5bIlVOxz1G+x4JCccMNN+DkyZMQx3py9iIzwjWmGXhu2LAhpxIDNhsyZHFeZb4XhGGZRNJ8xNHpNqfDrviE2fHcnLdVVa9nyvfq8cILL4TP58NUlNcPtmbJpy32nTEXZJXDwoUL9eLkUuLz+bBp0yYAgDh2uuSvz+qRzJibsn3MBItZHjvkw9diruhf2+3HY4esRVEUFTg7XZoTsCiKuvDgQxP5PVm6c2AB5sHxIa31P/E9y3GcXh9zbMK6mWM+n6OIHK/ts1qjUyze9a53AdBmJJpp6TeLOHoq6fmtwuoeZyz6WQH5+SSx1yv2gGjCWZBIyoOuri6IoghOjhoeRLhIEMJkf9oDDBeeAqdIcLlceQsMl8uFzZu1dNPeEfMH+HzbYtlrpWt9LwXbtm0DkFtdUj5w0Vndo4mtIRN6F+K0eRFbCKPC4VkeYVnrbMvWHVoIdKPV4Ehez5O+AzFPV3dVhTCjrY2tlcE82KzU9gH5f45OTYmQVA4NDQ3o6Oiw9Nhi0draqv8/CvXZ4kIBCLNjEAQh56kJrBnH6oiffJmKjV4ikTS/IJGUBy6XS6/xSO1wM+NCK8Qes2TJkoIUA7LC4Z3DHlOBrXzbYiUF2DOi+eFceWWBCmpz4MorrwTP8xBmx8GZ8GcpFOLEWXBQsXLlSr0zKhNMJJ2bFhA1eSF7NCDCyMvKykmcRSi6u7tLUnSqe4jlOQBadfsMOxDzrUfiZ8fAyVF4vd45RdIsZXw4lrY2QyHayw+OaRcb69evz7mBoxjEL0DOFOT5WJPDxo0bc+48Zh5SgUhpT1+BiLZf7J74QJQWEkl5smTJEgBxwQOYd6HlE0RSIdiyZQtcLhf6ZwRTKZ1822LfGXNhRuLR1NRkeTBvIamrq8OGDRsAAC6LV7zZon2ZYOk9s1fEHR0dqKurg6RyODtlTqys8kswsgBY6Tdf03Qiln7N1azUKiz9KUz15zwyBtD2jTh6MsUV/WTeqR8hoM1ru/jii+eIxgsuuADV1dWYivI4M2UuWleI9vIDMZFkNPfPTtiFlzA1CEjWbCeMEMfPJj1vLrDaP6umn/nCvOCKOfuQcB4kkvKEeTfxsxP6NrMutPysVhdRKJHk8/l0M8Mdg9nD/fnOBdsxoL3Gtm3bbPfeySXllvPMKQCQwpoIgHmRxHGcPs7mhMm6sXqP8b5It92IE4HS1rosW7YMDQ0NsZEx/Tk/Tz5uzplwTWjRDGYfkYgoirrg3j9qzjU83/byyQiHntj7wWkiacGCBVi2bJk2DiaLsWQ2uOgs+Fgn6JYtW3J+HlbzNmzRzwrIr25sJPaYxGJ/ovIhkZQnLFyfKJLMutCywtZCiSQAuOmmmwAArw14IGc5RocUbRpWMhzCSvZwfzDKYXcs1cZe0062bt0KjuMgBEfAhaez3j+fmVOANoaEUxUsWbLE0igWJpJOmkyXDczyMNpHZqMUUUVzYk987WLD87wuWl2jPTk/j8qLhjVJKp97ypALT0OYHgLHcWnFLUsds1RyNlh7OR9brdX28n0jbqjQfNdyNZQtJpdddhkAQJzIbxyMEDgPDlraOR/Xd1azNRHhEbLQJJpv3RjzGjOTWicqBxJJeaKLpFBA73Az5UKrqrpIKuS8s8svvxz19fUIRHi8PZa5gLu9SoFRJMnMFfAbg25EFQ5LliyZU/xqB42NjfEi04ns9RP5RinYa2TyRjKCrfFoQDRVN5ZvlOLUpFYQXF9fX9KCYDawVBw/DeRoLMkpkqEFAKdYt09gMAfpdevWpU2bbNmyBTzP4/SUiBGTYnRbRxiPbJnAAxsCeGTLBLZ1mPdLYhcb+aSgigmLuAmT53Pr4o0hTmppznyjZXV1daivrwcQd5LPRiHqL4dj93WC2SdROkgk5UlnZyd4ngenRMFFZ/Tt2VxouUgQnCLD5XIV9MpEFEXceOONAIAXz2f285gIG0eM0m1nqCrwUp/23O95z3scU2jKBAure8hEzjOnAECWIMaGrFoVSRdccAFEUcR4WMCQiRMwi1IkRrysRCmY0WepC4LXrl2LxYsXa92boydzeo689pERqgLXiJZSve2229Lerb6+Xq+xe2vY2qBeqxIiGOVwYFTbR1bfS6Xiggsu0Mb/SKE5DSqmUVUIMZHEunDzIe6Obj4im0/dWF9QgKJy8Pl8aGpqsrZYoqwhkZQnLpdLv0Jn3isM1e2DXLfAeGZbLIrU2dlZ8I4jdgJ4e9SV8Uo4186pE5Mizk6LcLvdjki1MeJFpgNZi0y1zqllKZ1Ty0x1TgmTfeAUGW1tbZad0r1er15AfcSCF4+a8t0sh8ftMfrkOE5/H7oGD+UUgVDdPijumqS/XXHX5NzdJo6fBh8Jwu/3ZxUkzMPnDRO1fUDuqZw9I25IqhaRNTOb0g7cbrceAWWWF1bhwlPgozNwuVz6c+VDfKi3uUhSPlFzIG7bsXz5csdcFBKlgURSAdBtAFJEUibYfYsxJqKrqwsbN26ECg4v9qWPJrVXyTA+cGTuSHrhnPac1157raM8Qzo6OuJFphO9Ge+bT+cUK/xldVBWSWwzz8ZYiMd/HfEh0Sfpv0ymCSQFOB6wb2TMLbfcAp/PByEU0GaAWUQYPws+MpW0j/jIFAQTkcI5qCrc/e8AAN7//vdnHSC7bds2PeXWH8z8vzZK5fzI5D56fUCLVL3rXe9y9Ml3/fr1AHIXSexxq1atKsjwXpbiP2WySzTXqDmDFdY7obSAKC0kkgpA3CvJGSIJAD7wgQ8AAF7u8yCSRvN4RMAokuTNcNwJRDi8OaQd2G+//fa811loWNFtNpGUc02SqkCIPXeu3lCse+rQuCtrgEUz65y7j8wYhp4IiIgoWj1SIZsDzFJdXY33v//9AAB33z7L0SQxcM6wJomlOq0gBM5BmBmBx+PRPxuZqK+v12txXssSTToeEA3TgsezRGTHwjwOxoTy9ddfn3VNdqJHkqaHcno8e1yhrEJYNPb0lAjJRDAoX7+xkyW20SCcA4mkAsAKr/mwFZGknYyLJZK2bNmCtrY2TEd5vJ7mIJ9LUfBL572QVQ5r1qzBqlWrCrrmQsBai8XAOSBDgW+u9S789DB4KYSamhqsW7cupzVeeOGF8Hg8mIjwWSfO988Yf0QH0mxPhHnvbN682bYoxYc+9CF4vV4IM6OWo0mSf6Fhd5vkt+garqrw9O0FoEWRWNFvNlht32v9nozGklNR4+3TabYzXh/QutrWrVvnGJftdKxevRo8z4OPzuTkUyUEhwEUrsOyq6sLdXV1iCqcqWhSPn5jsxJwNuY7V4hUIVFekEgqAGzUgxX/FhZJKtaYCEEQ9Cvm53q9hhfxVluXowrwQqwY/IMf/GBR1p0vK1euRHNzc8yjJ31qwFQHogHsRH/ZZZflXEvm8Xj09MU7WToQF1Qb74v2NNsTeWdMi/jZ6b1TX1+PP/mTPwEAuM/tBlTzM7PkhkVQ3LUpNUm1kBusdYOK42cgBEfg9Xrx4Q9/2PTjrrzySvh8PoyGBRwZT7+va9PswpoMu1ZVgT/2axcvTIw5maqqqrhxrtVxM3JUt0gpVCSG4zj9M5Rp3zC6/TK2toeRWN23tT2Mbn92s9PjARcUlcOCBQscadFAFBcSSQWARYO48LQ5h2FFAh+7GitWJAkAbr31Vni9XvQGRb2AN5VtHWF8dVMAH1k+ja9uCmRsXX5r0I1AhEdzc7OpWWV2wPO8PkcuW8otWweiEWJAe858zPCAuHBhnU3p2NAchdEVsLY9PVMRDqdjRa2F6CbKhw9/+MOora2FEJqAa+SE6cdxkSD4yHRKTdK0tUiGosBzbhcA4E//9E/1kRZm8Hg8upXB9v70tX0r/JJh6nZFhijFiUkRfTMiPB4Prr32WtNrshMWOeYtiiR+ZgwcVDQ1NRXUrZqlrQ+aqO0DgE9dEMTXNgVw5/JpfG1TAJ+6wNz7iI2MsaOuj7AfEkkFoLGxEVVVVVpNS3gq6/35kHYfn88Hv99ftHXV1tbq3WfPnqsyvM/2Pg8eik2Yf2i3P21XjqoCz/Rqz/H+97+/JDPAciVJJGWpg8nUgZgKF56CMDsBnucN3ZqtwETS0YAL4Qy6utGr4J7VQSReAd9jwgLgwJgLKjh0d3fb3rJcW1uLj33sYwAA9/ndgJwlDxWjEI7bruHD4MOTqK+vxx133GF+0TFuueUWAMCuYTeCaQaqGtk03J1lH70S+5xdc8018Pnym0VXKlgnpzA7Zulx7P5WO0GzwcbfHM/yGUqk2y/j3YvMRZAY74zH09bE/INEUgHgOE5Pm3Hh7AfwxKLtYteKsOLqfSMuDKbUsVgxWDsWEHEm1vafyWPGCWzcuBEulwt8ZFq3WigELDK1du3avLv6Fi9ejLa2NkQVDoeyXAlv6wjjvosm8a6OWdx30aQpo0I2UoONqbGbD3zgA+jo6AAfnYW7/21Tj8nbJ0kKw3Neq0W65557chIjq1atQnd3N6IKh9cH03smbesI47sxM8nvZjGTnJWAN4Y0kXTzzTdbXpNdLFu2DADAz1jzSmL37+7uLuh6Fi1aZPozlCujIR690yI4jtNFGTG/IJFUIKzUJfExIVWseqREFi9ejEsvvRQqOPwhxVzSisHac73aY2+88caiRr8Kgdfr1UPxQp6jFBJhXVWFEB4cx+kRr2wzwh475MN3D9Thxb4qfPdAHR47lPlkr6iaR1ah1loI3G43PvOZz2g/D7wDzkTENR8vKwDwnN8DTo6gu7tbjwhZheM43HrrrQCAlzPYaQBaRGlNg5Q1yvfWkAdhWbuwYnU15YA+pzIybToaCAB8LJJUaJHEcZz+/t5ncoSMVfbHPkcXXHCB6YJ/orIgkVQgOjs7AZgTSVzsPuwxxYYVzr7S50madWS2u20kxOujE5zY9m8EO3iyGqK8SRjWymZZ5Uv8AJ/eCqAnIODVAQ8SfZJeHfCgJ5C+K+5EQERQ4lFbW1uyeW1m2Lp1KzZu3AhOleHpfSvr/fPxsuJnxuAaOgIA+Ku/+qu8BjDfcMMNcLlcODst6nVe+cBS2rfccoujvZFSqaurQ2NjI4DkWZUZUVUIsfsWw4aC1QbuHXFn7EDMlT0xx/V8axCJ8oVEUoHQRZIJG4BSRpIArf6lq6sLszIfO+FqmO1ue+m8B4rK4eKLLy741WCx0OdNTQ9ZuupNhzA1AE6R0dzcXLD/wYYNG+DxeDAWFtA7bXzyzcXfZe9IvKvNSbVjHMfhc5/7HHieh2v8jD6mIh25e1mp8Jx9AxxUXH311XpUMVfq6up0h+5s0aRsnJsWcGLSBZ7nHeVWb5b4rMoJU/fnpBA4OQKO44rSpLJhwwZUV1djIsLrXkaFYkbi9KJwp87VI4oPiaQCYSndFiqtSOJ5Xjf1e/F8sh1AtsGcUSV+YiiXKBKg/W87OjrAqYo+WDMfxMB5AJr4KtTVv8fj0esc9qZJF+Tiir4vliJw4tVvd3e3bk3hOfMGoKRPTeVakySOn4I4NQC3243Pfvaz+S8a0FNurw+4TRcJG7E91va/ZcsW2wvqc0H3hDM5XYDdr729vSBO26m43W49bb1zqLApt73DLsgqh0WLFtFQ23kMiaQCoRduR4IZTQwhR8HHBuGWSiQBWi2R1+vFuaA4JwqRqZZi15AbU1Gt7d+JJ91M6NGkmMAxgosEIUz2Z03hCLF6pHy72lLR0wVprACsuqIPzfI4HxTB83zB0oKF5q677kJ9fb1mCTB0OO39cvKykiV4encCAO688060t7cXZM0bNmxAe3s7ZmUeuy0OvWVICrBjIJ5qK0esesIV2w8OgG5HsnPIncuIwLS8NRzvQCTmLySSCkR9fT18Pp/m5ZKhKJWl2urq6ko696y2tlYf2ml2+CYQ94e59dZbHZW6MQMTNOKksUhyDR+Db//PUX30afj2/xyu4WOG9+PC0xBCAfA8X/AOF3YV3DPpMpwjZdUVnUWk1q1b56i5eonU1tbiz//8zwEAnr694KKzae9r1cvKPfA2+EgQbW1t+MhHPlKwNfM8r3eivZLBMykT+0a1C47GxsaCi+1SERdJ5iJJXAmi5pdddhmqqqowGhZwokApt2CU05sfSCTNb0gkFQiO4+YUbxtFKZhHUqmKthNhKYO3hjyYkbKnjAZneBwad4HjuLK88r344oshiiL48JR+sGZwkSA8p19L8rbxnH7NMKLERNaaNWsKLjyampqwevVqANpJNBWrruhsppvTo34333wzVqxYAU6OwB1r00+HWS8rLjwNd/8BAMBnPvOZgqd3brrpJnCc1m4+YtABmg3msH3TTTeV3QUHQxdJ4SlTs/hKUX/p8Xj0OYpvZrBpsMLuYTdklcOSJUvKpg6TKA4kkgoIEz5caDJtlIIVdtshki644AIsWbIEEYUzdTB5LZYa2Lx5M9ra2oq9vIJTXV2NCy+8EMDcaJKVomCWriuWmVxih44RZl3RZyQORyfKQyQJgoB7770XAOAaPmrZe8cIz7ld4FQZ69atK4ojfHt7u14EviPL0NtUpiLxyEQ5Fmwz2tvbwfM8OEVKigCmS1vzJerkZc7obw5lnrNnljdix0cWfSfmLySSCogeSZoZSxul4GKRpFLWIzE4jtMP0DsGMh/kVTV+n3e/+91FX1uxYM7WqXVJWlFwMmpse/LGeOF3sWagMUFzcMyFiEFRsFlX9LdH44Wmdry/rHLxxRfj6quv1j4f53bm9Vx8cASusR4AwL333lu01vobbrgBgHYBYaX+5Y0hD2SVw8qVK4vSCl8qXC6XPr+MRYnSpq3V+ASCYg/w3bx5M+rq6hCI8HkbSwYi8a42Jr6I+QuJpALCTkxCaDxtlIIdWOya+n3dddeB4zgcDWROGZyYFDEUElBVVaWHsssRFv0Rp/qThqtykRnD+6du54Oj4OQIfD6fnhYrNMuWLUNraysiCjdnDpUVV3RmqOf0KFIin/rUpyAIAsTAuayWAGlRVb1Y+4YbbtBnjBWDbdu2wePxoH9GsOSZtGNA2zdMZJUzesQ8PJUxbc1Js+AUCTzPF6yAPh0ul0uPHmZyRjfDm4MeqOCwZs0aWyL+hLMgkVRA9INHNJS2dbnU7f+ptLa2Yt26dQCAnRm6dN6KtdNeeeWV8Hrz84axkxUrVqC2thacHE0azClMDxr0jGnbE2FRJFbfVAw4jtOFTapzsFlXdFmJuwOXk0hauHAh3vve9wIAPOd2m6pzSUWY7IM41Q+Xy4V77rmn0EtMorq6Wi+2f8Nkym14lsfJmDdSJaRv2AUeH5rMmLZmUfOWlha43cVxxE6ECdBdQ27DiKxZdsRE1vXXX1+IZRFlDomkAhIXSTMIL75ibuuy4NHb/+28QklsmTVCVeO3FaO2o5QIgqDXkST6Jck1bYbpNrkmufaKRTeKPdySnXj3jSa7b5vtbjsx6UyXbTN87GMfg8fjgRAchmDVIV1V4Tm/BwDw3ve+t+gRCyCx/sVcy/mbsc/SxRdfXJbeSKnEjXOnMnpZsVRbqY51a9euRWtrK2ZlPuuon3QMzvDoiQnaa6+9tsArJMoREkkFpKGhAV6vFxwAqXbBnNZldtCoqamxdf7Z1VdfDQA4OSliMjK3duPMtICxsACv11u2rcqJsLb9xHSOUtMCqWl5ylyw5VBqWuIPVCTNsRva0NxicvHFF8Pr9WI8LOBsgvu22e42FoG67LLLyq5zqqmpSTcq9fTtsxRNEibPQwgOw+Px4KMf/WiRVpjMpZdeCq/Xi7GwgFMmUm67hivjgoOhR5LCUxm9rFhpwYIFC0qyLp7ndQGba8rt9Vh0cOPGjfoIFmJ+QyKpgCTZAIQDc1qX7a5HYjQ3N2PlypVQwRlece2PnXA3bdpUFJfcUqOLpOkhQI4bfYa6r8bMmtsQ6rpU+959ddLjhOkhcKo2ioQ5DRcLj8ejC7HUfZLNFV17jJZqYxGpcuOOO+6IRZNGLNUmufv2AwBuu+22kp3UPB5Pgstz5s/HaEiLTHAcVzGjLdjxi4sdz9J5WTG7k1Ie75hI2j/qNmVzkoiqxsUVpdoIBomkAhP3SpprKMkOKk4oBmTDVfcbOD2/PeasCfL50tnZidbWVnCqMqfmSKlpQbR9bXIEKQY7WW/cuLEkg0gz7ZNMruijIR7nYi7bxerAKzYNDQ14z3veAwBwDxww9Rh+egji9CBEUcSHP/zhYi5vDkzwMF+qdLDbL7zwwopItQEJkSQpDEgRAMZeVrwNx7tly5Zh8eLFiCqcZWf03mkB/TMiXC5XxQhaIn9IJBWYxHx9KnYaSabCamwOj7uSfEVCEtATc60tdh1OqeA4Tq9LEib7TT9OjN033wGpZmEC50RARDBqXpQdiInaNWvWoK4u81wzJ/PBD34QPM9DnOwDPzOW9f7ugYMAtKv+5ubmYi8viUsvvRQ8z6NvRsRQhi5RZhBaTsX02aiurkZDQwOAuBAygitxTRKgfdYTa8aswO5/+eWXo6ampuBrI8oTEkkFJjFfn0qpPEPMsGbNGni9XkxFeZwPxusqjgY0r50FCxaUrJagFOjF21MmUzkJ3XClEkkLFizAokWLoGKuFUAmDsQiT+VeP7ZgwQK9Xi7TTDdAs2oQJ04D0MRVqamtrdW7RFM7EhkRWbsIAco3DZqO+MVgGpEkRcBLoaT7lgpWcH1wzIVpkxcbqqoZUSY+niAAEkkFhwkLzuDg4SSR5HK59C6o4wkDb49PaD+vX7/elnUVCyZ0+OAoIEez3l+zCFCxYMGCknRMMdhQ2gNpBt6mIivQBVW5ptoSed/73gcAcI2ezLifXCPHwKkq1q5di+XLl5dqeUkwUZpO0B4LuBBVOLS0tJS1gaQRqSOYUmHiqaGhAdXV1SVbFwB0dXVh2bJlkFUOe0ym3M5MCxiaFeDxeCqmzIAoDCSSCkz8Cms6uUtHVcBFnCOSAK1lFkgWSScmXUm3VQptbW1ob28HB3VOXZIRLC138cUXF3llybAUp9lI0qkpETMSj5qamqKaKJaKiy++GF1dXeAUCeL4aeM7qSpcI8cBQPdYsgPWEHB4XIRsMErvYCwNumnTppLUtJWSTGUFQOnGkaRDtzkxKZJ2DcW7Q0st6ghnQyKpwLS0tGizjVQZXDTu3sxFguBUFS6Xq+T1E+lgkaRTsRokRQV6JoWk2yoJJnjM1CWJUwMASh9Ru+iiiyAIAkZCQsZaFwYbwbBhwwYIgnkHaKeSODqHCaFU+Okh8OEpVFVV4aqrrirl8pJYsWIF6urqEJJ5nJ6aa7vA9g0TU5UEM8PlQgHD20sx2DYT7H1xcMyFWSnLnQHsjqVM7Xw/Ec6ERFKBEUVRHwabeJXFh6cBaBENnnfGv33FihUAgP4ZAWFZcwYOyTxcLlfRW97tgAkeMVskSY6CnxlJekypqK6u1gUqi0Rkgt2n2D5OpYS1XwtTA0lDVBmu8VMAtBNaVVVVSdeWCM/zuOiiiwAAxwLJIikkaSkcoPJS10Bc/KRNt9k8WWDJkiVYuHAhJJXDgbHM0aTBGR7ngyIEQaBUGzEHZ5ytK4x4XdK0vo11ejipGLqpqQkNDQ1QweHctIiz09qBvru7u+wMCc3ACm354AigpL+8FILD4FQVLS0tJa1HYrDIQ7ZBnRFZc9oGKksktbe3Y82aNeAAiONnkm9UVYhj2rZrrrmm5GtLhYmkoxPJ++rEpAuKyqGtrU0fCFtJ6CJJCuk2AInwsQiTXSIpcdRPdpsGTUStX78etbW1RV8bUV6QSCoC7MSaFEmKTCfd5hSWLl0KADgfFPQuN7at0ujo6EBTU5Pml5Qwxy0VYUqLNK1bt86WWhIWeTg24cpoPt0zKSKqcGhoaKi4yB/zqREnkseU8LNj4KNBeL1eR6SxLrzwQgCae33ivmI2Guz2SqO6ulo37+QNUm6czek2IN5R+PaoO8nmJJVyN2IliguJpCLAhBAXiUeSmGBymkhavHgxAKBvRkD/jJC0rdLgOE4vSM9UvM1GkdhVvH7BBRdAFEWMR3gMh9J/RI8FtIO7XWKumLC0hzDVlxT1EwPnAGiRMye4wa9YsQI8zyMQ4TEeju8rJpLWrFlj19KKTldXFwADGwAppBlNwl5PuLVr16K6uhpTUR6n04yPCcvxKCDrLCWIREgkFYF4TVJCui0SBOA8kcQOdIOzPAZjIsnOq79io4ukqSHjO6gqhKC9Isnj8eidaqlpnESOxewaWBqxkuju7kZDQwM4RU6K+rGie6cYnXq9Xj3ymjjHjZ2UK6HjMB3xuqTkSBKrR2ppabG1Zszlculp6HfS1CUdmXBBiqVF2bGQIBIhkVQEdJEUE0ZAcuG2k2A1UsOzAoZiUQunWBQUA1YUzQeHDQep8qEJcHI06eRnB3pB8IRxbZiixq0bKlEkcRw3txtRUfQoX6kMPs3AfJp6YzV901EOY2FNJC1btsy2dRWbdMXbdtcjJRKv7zP+HB2KNT5s3ry54qKxRGEgkVQEmBDiIkHtRKwq4KKaYHJaEScTSeeCAqaj2tvBadGuQrJ8+XKIogheCiWlQxn89DAALQJgZ/E6q2XpMWgtB7SOxFmZt13MFRMmFFlkj58dA6dIqK2tdVRKmAmh3lg3G/u+YMEC+Hy+tI8rd9JGkmKlBU4QSSySdDzgQtTAy+rwRNxCgyCMIJFUBJgPEqfK4KQQuGgInKqC53nHDblsadEGuyqqdhXl8/kq+sDu8Xj0K38hJogSEYLaNrt9olavXg0AODet2TOkwmpeVq5cWZGdiEB8HwjTI7E0qLZvVq9e7RgbDSC5+SHxe6W5bKeSZCiZEJVloskJMyoXLVqE+vp6RBVO94NjzEoczkxVrk0DURicc6SpIFwulz4AkosE9XqkpqYmxxn++Xy+pLoBpxhdFhMmQISZuR1urP7F7lqSlpYWNDc3QwVnaFTIRBL7WyqR7u5uCIIATg6DiwTBz4wCsH/fpBKv6xMgK8BArLav0joOU2EiiJMj4GJz2gD73bYT4ThOT0enelmdCIhQoc2pZBeLBJEKiaQiwT50XHQGfCzV5lQBwlp5U3+uVFauXAkA+gBbHUUGPzuedB87YQIo9Qo4cVsliyS3260LDX52DMKMtm+6u7vtXNYcWltb4Xa7IascRkK8LpIqvRDY4/HEj3PM7kRVHZVuA+IRyZMpn6OTFW7TQBQGEklFggkiPjIDLqKNJ3Hq1QqLegFAfX29fQspEcxpXJgZS0kTTIBTFfh8PkeYfrK04Nnp5Oijomo1ZED8b6lUWMqKnw3oaRynpbF4no83QIQEDIW0fVPJDRCMOYNu5TA4WTOXdMrfz0RSTxqRVMk2DUT+kEgqEqz2iIvO6DPcnBql8fv9hj9XKkuWLIEoilqaILEDcWYMgCZOnNDpwgqCmRM6Y2CGR0Th4PV6HXMiKhYsGiNMD2r7i+MckcZJhYmkoVkeI7GZe04Q2sWGvf9Y9IgPad+bm5sd4WMFxD/P42EBgUj8c83S2E5L3xLOgkRSkYiLpFnwsflTTivaZtTU1Bj+XKm4XC69O4qfHdO3CzGR5JS2bRZJ6gsKkBI6c5hoWrp0qeNq3AoNE0TiZB8ALbXllJNvIqwjtGdShKRy4HnesZHjQsKEoC6SHDh+qbq6WhfbZ2LCKBDhEIjw4DjOMZ93wpmQSCoSLGrERWf1IZ1OjSQlziuaL7OLWEeSEKtBAgB+dgKAc2pe2tvbUV1dDUnl9DoXIJ5qmw8Hd929Pua67TSfMQZLr7OUTmNjY8V2HSbCIknMToOJJKdFOOfaNGj7ZuHChbYaXhLOh0RSkWB1PnyCSEqs/XESiS3/ldz+n0g8kjShb2M/O8WDh+M4vXC5P0Ek9Qcre3xMIqnRGKf5jDGYSDoXFJN+r3RS51RyDp9RyS4wzk1X9pxKonCQSCoSugWANAsuGkra5jQSr6Tmy1VVYkEwAECO6l2ITioMNhRJ86TFHJibonZqNDZ1nU5NrReauHHuDKAqjp0swC4o+mMitq/C51QShYNEUpFgXWJcNKR7iDi1c+yCCy6AIAhwu92OaH0vBfHhnAGtbTnWnVNfX++olGOqSFJUzY8HqPwWc0BrM0+MbjpVJKV+tp36WS80LK3IQQUXmdEbIZwW8WOfo4FZHqqKeWPTQORPWYik73//+1i6dCm8Xi82bdqEP/7xj3YvKSusS4xTJHCqnLTNaaxbtw6/+tWv8Ktf/WreHDQ6OjrAcRw4OQpOmnXUvKlE2P4YmNE+qqMhHlGFg8vlctzVerEoBx+v1CjxfBFJPM8n2J0EwcfSbU4TSezzPiPxmI5yGIp1IDrt8044D8eLpJ/97Gf4whe+gC9/+cvYu3cvrrrqKtx88804e/as3UvLiM/nSxqd4HK5HJ3Kqq2tRXV1td3LKBlut1s/kHPhab2mwmnt5axLaCTmvTMcG0Lc1tZW8Z1tjHvuuQebN2/G9ddfjy1btti9HENSo49OikYWG1Y3xocCeoG90zr7PB6PngLtmxH0AcROKzAnnIfj2y8eeeQR3HPPPfjzP/9zAMCjjz6KZ599Fj/4wQ/w8MMP27y69PA8j9raWgQCWoSipqbGEd47RJz29nYMDg6CD0/pjsFOKzhlIikQ4RGWgeFZIWn7fOCaa67BNddcY/cyMuLxeODxeBAOhwEAdXV1Nq+odOiRpNhsvdRRR06hvb0dIyMj+Me92r7xer2Oje4TzsHRkaRIJILdu3fjxhtvTNp+4403YseOHTatyjyJV5Pz6aBZLsQ9Xqb1NIHTRFJtba1ekzMSEvRIktPWSQBXXXUVAO2zzuaFzQdYhEaIzdZzatH65s2bAQBybJj3pk2b6MKVyIqjI0kjIyOQZXlO7UVbWxsGBgYMHxMOh/WrOQCYnJws6hozkWjMOJ/C7+WCnm5LGELsxDqf9vZ2nDx5EqMhHqMkkhzLV77yFfzt3/4tRFGcN6lQIF4nxhzrndrFe9ddd+G2226DJEngOG7e2DQQ+eHoSBIjVe2rqpr2CuDhhx+G3+/Xv+wsRE7syplP9T7lAhNJWsGpM7tygHh9x3iYx3iYT9pGOAuPxzOvBBKQYHeiarbwTi2uB7QoV1tbG1pbW5NqRgkiHY5+lzQ3N0MQhDlRo6GhobRX/A888AACgYD+1dvbW4qlGjIfTRrLCb2WIqHg1ImpAram8TCPiZhIcuI6ifnJfLU/IOYHjhZJbrcbmzZtwvPPP5+0/fnnn0/b5eLxeFBXV5f0ZReJ0SOKJDkPPU0Q1lKy1dXVjiw4ZWIuMZJEqQLCKaQWP1P9JVFJOLomCQDuv/9+fPzjH8fmzZtxxRVX4LHHHsPZs2fxl3/5l3YvLSskkpxNalrAqbUUbJ3DIR6zMkWSCGeRKoqoY4yoJBwvkv70T/8Uo6Oj+PrXv47+/n6sXbsWv//978vCTj4xKuH1em1cCWFE6sHcqSKJpS/6YnOnRFGk9C3hGOazRxRR+TheJAHAZz/7WXz2s5+1exmW8Xg8+s8kkpyHy+WCz+dDMKgVbTv1CpiJJGaAV19fT63LhGNIFeyJXb0EUe44uiap3KFIkvNJTBU4tZYitRDWqWKOmJ+Ioph0rKMoJ1FJkEgqIm63W/85MapEOIfE1IBT0wSpoohEEuE03vve96K+vh5r167FqlWr7F4OQRSMski3lSuJYWcKQTuTcogkpb536L1EOI3PfOYz+MxnPmP3Mgii4JBIKiKXX3453ve+9wEALr30UptXQxjx4Q9/GIqiwOv14rrrrrN7OYaIogiv14tQKASARBJBEESpIJFURHw+H+677z67l0FkYPPmzfpMJydTU1OjiySnpgUJgiAqDapJIogyIDF6RJ5bBEEQpYFEEkGUAYndQySSCIIgSgOJJIIoAxJFkhNHpxAEQVQiJJIIogwgkUQQBFF6SCQRRBmQaEZKxqQEQRClgUQSQZQBiWakZExKEARRGkgkEUQZQCKJIAii9JBIIogygNJtBEEQpYfMJAmiDNi2bRveeusttLS0YOnSpXYvhyAIYl7Aqaqq2r2IYjI5OQm/349AIODY2VwEQRAEQTgPSrcRBEEQBEEYQCKJIAiCIAjCABJJBEEQBEEQBpBIIgiCIAiCMIBEEkEQBEEQhAEkkgiCIAiCIAwgkUQQBEEQBGEAiSSCIAiCIAgDSCQRBEEQBEEYQCKJIAiCIAjCABJJBEEQBEEQBpBIIgiCIAiCMIBEEkEQBEEQhAEkkgiCIAiCIAwgkUQQBEEQBGEAiSSCIAiCIAgDRLsXUGxUVQUATE5O2rwSgiAIggBqa2vBcZzdyyBMUPEiaWpqCgDQ1dVl80oIgiAIAggEAqirq7N7GYQJOJWFWioURVHQ19dXMcp9cnISXV1d6O3tpQ+ZQ6F95HxoHzmfSt5HlXI+mg9UfCSJ53ksXLjw/9/OnYVE9f5hAH9mckkdNRLRQVsdzMw0UkyjdILMUsoLC6uLHLRM6aICjcJKwhazrNAyg3AJpSJECcGoTG+0SEUDIYvCNpwyTaIkt3r/F+H8nTr92pw5k/N8YMA5y+v3zJcjj+85Z+QuY8K5uLhMuj8ckw17ZPnYI8vHHpGceOM2ERERkQSGJCIiIiIJDEn/GHt7e2RlZcHe3l7uUugH2CPLxx5ZPvaILMGkv3GbiIiI6E9wJomIiIhIAkMSERERkQSGJCKatJ49ewaFQoH29na5S6EJolAoUF1dLXcZZCUYkixET08Ptm/fjpkzZ8Le3h6enp6Ijo7G3bt35S6NvvG3vSotLcW0adNMW6QVUCgU//nS6XRyl0i/QKfTSfbvyZMnktvr9XqsWbPGzFWStZr0Xyb5r4iPj8fIyAjKysowd+5cvHnzBnV1dXj37p3cpdE32CvLoNfrDT9fvXoVBw8exKNHjwzLHBwc0N/fb5LfPTw8DDs7O5OMbY1Wr16NkpISo2Xu7u5G78c+c09PT3OWRtZOkOz6+/sFANHQ0CC5vqurSwAQbW1t3+1TX18vhBCivr5eABC3b98WwcHBwsHBQYSHh4vOzk4zHIH1+FmvhBAiLy9PBAQECEdHR+Ht7S3S0tLEhw8fhBD/79P4V1ZWlpmqn7xKSkqEq6vrd8vHzp3Kykqh1WqFg4ODCAwMFE1NTYZtsrKyRFBQkNF+p0+fFrNmzTK8T0xMFHFxceLo0aNCrVYbraO/M/bZfisyMlLs2LFD7N69W7i5uYmIiAghhBAARFVVlXmLJKvFy20WQKVSQaVSobq6GkNDQ381VmZmJvLy8tDS0gIbGxskJSVNUJUE/FqvlEol8vPz0dHRgbKyMty5cwd79uwBACxduhRnzpyBi4sL9Ho99Ho90tPTzXkIVikzMxPp6elob2+Hr68vNm3ahNHR0d8ao66uDg8fPsStW7dQU1NjokppvLKyMtjY2KCxsREXLlyQuxyyQrzcZgFsbGxQWlqKbdu2oaioCIsXL0ZkZCQ2btyIwMDA3xrryJEjiIyMBADs3bsXsbGxGBwcxNSpU01RutX5lV7t2rXLsP2cOXOQnZ2NtLQ0FBYWws7ODq6urlAoFLxsYEbp6emIjY0FABw6dAgLFizAkydP4Ofn98tjODk54eLFi7zMZgI1NTVQqVSG92P3HGk0GuTm5spVFhFv3LYU8fHx6O7uxvXr1xEdHY2GhgYsXrwYpaWlvzXO+FClVqsBfL3RmCbOz3pVX1+PqKgoeHl5wdnZGVu2bEFfXx8GBgbkLdyKTcR5sXDhQgYkE1mxYgXa29sNr/z8fABASEiIzJWRtWNIsiBTp05FVFQUDh48iKamJuh0OmRlZUGp/NomMe7L0UdGRiTHsLW1NfysUCgAAF++fDFh1dbpR716/vw5YmJiEBAQgMrKSrS2tuLcuXMAftwzMr3/Oi+USqXRuQVI98rJycmEFVo3JycnaDQaw2ssyPIzJ7kxJFkwf39/DAwMGJ7yGP80D7/3xbKM9aqlpQWjo6PIy8tDWFgYfH190d3dbbStnZ0dPn/+LFOl9C13d3e8fv3aKCjx/CIigPckWYS+vj5s2LABSUlJCAwMhLOzM1paWpCbm4u4uDg4ODggLCwMOTk5mD17Nnp7e7F//365y7ZKP+uVj48PRkdHUVBQgLVr16KxsRFFRUVGY8yePRsfP35EXV0dgoKC4OjoCEdHR5mOiLRaLd6+fYvc3FysX78eN27cQG1tLVxcXOQujYhkxpkkC6BSqbBkyRKcPn0aERERCAgIwIEDB7Bt2zacPXsWAFBcXIyRkRGEhIRg586dOHz4sMxVW6ef9WrRokU4deoUjh8/joCAAFRUVODYsWNGYyxduhSpqalISEiAu7s7b0yV2fz581FYWIhz584hKCgI9+/f5xOHRAQAUIhvL8YTEREREWeSiIiIiKQwJBERERFJYEgiIiIiksCQRERERCSBIYmIiIhIAkMSERERkQSGJCIiIiIJDElEREREEhiSiMiIVqvFrl275C6DiEh2DElEREREEhiSiIiIiCQwJBFZsYGBAWzZsgUqlQpqtRp5eXlG68vLyxESEgJnZ2d4enpi8+bN6OnpAQAIIaDRaHDy5EmjfTo6OqBUKvH06VOzHQcRkSkwJBFZsYyMDNTX16Oqqgo3b95EQ0MDWltbDeuHh4eRnZ2NBw8eoLq6Gl1dXdDpdAAAhUKBpKQklJSUGI1ZXFyM5cuXw8fHx5yHQkQ04RRCCCF3EURkfh8/foSbmxsuXbqEhIQEAMC7d+/g7e2NlJQUnDlz5rt9mpubERoaig8fPkClUkGv12PGjBloampCaGgoRkZG4OXlhRMnTiAxMdHMR0RENLE4k0RkpZ4+fYrh4WGEh4cblk2fPh3z5s0zvG9ra0NcXBxmzZoFZ2dnaLVaAMCLFy8AAGq1GrGxsSguLgYA1NTUYHBwEBs2bDDfgRARmQhDEpGV+tkk8sDAAFatWgWVSoXy8nI0NzejqqoKwNfLcGO2bt2KK1eu4NOnTygpKUFCQgIcHR1NWjsRkTkwJBFZKY1GA1tbW9y7d8+wrL+/H48fPwYAdHZ2ore3Fzk5OVi+fDn8/PwMN22PFxMTAycnJ5w/fx61tbVISkoy2zEQEZmSjdwFEJE8VCoVkpOTkZGRATc3N3h4eCAzMxNK5df/nWbOnAk7OzsUFBQgNTUVHR0dyM7O/m6cKVOmQKfTYd++fdBoNEaX74iI/mWcSSKyYidOnEBERATWrVuHlStXYtmyZQgODgYAuLu7o7S0FNeuXYO/vz9ycnK+e9x/THJyMoaHhzmLRESTCp9uI6K/1tjYCK1Wi1evXsHDw0PucoiIJgRDEhH9saGhIbx8+RIpKSlQq9WoqKiQuyQiognDy21E9McuX76MefPm4f3798jNzZW7HCKiCcWZJCIiIiIJnEkiIiIiksCQRERERCSBIYmIiIhIAkMSERERkQSGJCIiIiIJDElEREREEhiSiIiIiCQwJBERERFJYEgiIiIikvA/CdnrtZm66b8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置violin内嵌图为散点图图\n",
    "sns.catplot(x=\"day\", y=\"tip\", data=tips, kind=\"violin\", hue=\"sex\", inner=\"point\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dcdd0a30-f263-4e26-b94a-e5dcb867f8f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17ae7d290>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置violin内嵌图为现状分布图\n",
    "sns.catplot(x=\"day\", y=\"tip\", data=tips, kind=\"violin\", hue=\"sex\", inner=\"stick\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fcdf27c-491d-4e9c-801f-93cac7d9ef36",
   "metadata": {},
   "source": [
    "#### split参数\n",
    "设置violin图左右分割现实"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9b4d7b00-ba59-4a11-a72a-5c7c185606dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x17b17c210>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\", y=\"tip\", data=tips, kind=\"violin\", hue=\"sex\", split=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
